{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单车共享数据探索\n",
    "\n",
    "请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数据上进行回归分析。训练数据为2011年的数据，要求预测2012年每天的单车共享数量。据上进行回归分析。训练数据为2011年的数据，要求预测2012年每天的单车共享数量。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: Qt5Agg\n"
     ]
    }
   ],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O\n",
    "from sklearn.metrics import r2_score  #评价回归预测模型的性能\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "color = sns.color_palette()#返回一个颜色定义颜色调色板\n",
    "\n",
    "\n",
    "%matplotlib \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# path to where the data lies\n",
    "\n",
    "data = pd.read_csv(\"day.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "### 查看是否有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 探索数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 查看数据各特征的分布，以及特征之间是否存在相关关系等冗余。\n",
    "我们可以借用可视化工具来直观感觉数据的分布。\n",
    "在Python中，有很多数据可视化途径。 Matplotlib非常强大，也很复杂，不易于学习。 Seaborn是在matplotlib的基础上进行了更高级的API封装，从而使得作图更加容易，在大多数情况下使用seaborn就能做出很具有吸引力的图，而使用matplotlib就能制作具有更多特色的图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## 各属性的统计特性\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此处得到各属性的样本数目、均值、标准差、最小值、1/4分位数（25%）、中位数（50%）、3/4分位数（75%）、最大值\n",
    "可初步了解各特征的分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 单变量分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 目标y（总租车人数cnt）的直方图／分布\n",
    "\n",
    "#  解决中文乱码;\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "# 创建一个新图形\n",
    "fig = plt.figure()\n",
    "# 灵活的单变量分布的曲线图\n",
    "# data.cnt.values：观察数据。如果这一系列目标的属性的名称，该名称将用于标签的数据；\n",
    "# bins:直方图中箱子个数\n",
    "# kda：是否为高斯核密度估计\n",
    "sns.distplot(data.cnt.values, bins=50, kde=True)\n",
    "#plt.hist(data.cnt.values,50,normed=1,histtype='bar',facecolor='yellowgreen',alpha=0.75)\n",
    "# 设置当前轴的x轴标签\n",
    "plt.xlabel('总租车人数', fontsize=12)\n",
    "# 展示生成的图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 单个特征散点图\n",
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.title(\"Distribution of Price\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 输入属性的直方图分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#直方图 不连续\n",
    "fig = plt.figure()  \n",
    "#工作日\n",
    "sns.countplot(data.workingday.values, order=[0, 1]);\n",
    "#解决中文乱码;\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.xlabel('工作日');\n",
    "plt.ylabel('出现次数');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#直方图  连续\n",
    "fig = plt.figure()\n",
    "#风速\n",
    "sns.distplot(data.windspeed.values, bins=30, kde=False)\n",
    "#解决中文乱码;\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.xlabel('风速', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 两两特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#get the names of all the columns\n",
    "cols=data.columns \n",
    "\n",
    "# Calculates pearson co-efficient for all combinations，通常认为相关系数大于0.5的为强相关\n",
    "\n",
    "data_corr = data.corr().abs()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PJUlan6XMMEmSwiRJipQkaa0kSQp17UiSNDi9Pm9gV3p9+Tu3m/8+KJiKFRLvXmeeOlfG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RFw+fJWcqv+TBvYeEh0cwesJgqtesxoChvdnz50GldtXJ2zlaEx4WzosMAq56Dd05\nffxcmn2B9x4RERbJyPGDcKnhyO9DerJ35yGl9tXJ58mTm9+H9GTq2LmZnk+fsb3HhIdFMNx7IM41\nHPAY0oN9O/y+WW9OQazm/u8nozqOACwAJElyBTL3zhsltG3bh8KFzZgxYywrVmxgy5bdtGrVlK1b\nV2gsr4qIiEg6duzHokXTePbsGgMG9KRdOw+lX+TpfaaS3yw/3cb24NCGg5zefQrXpjUYtWJ0Olk7\ndzss7StQvUkNfAM24BuwIUO5zOLZbSQmhUwYMWEQW313cmCnHw1+qcv8NTO+WbcmzOkznfxm+eky\nphuHNxzizO7TuDRxZdiKUelkbdzsKG9niUvj6vj4++Lj75ss13pwW3T1dZi0fVrysXJ2yifb54S2\n0K3jAAoVMmXSlFGsXb2FHdv30fzXhqzdmHH2KCN5hUJBn55DmT5rHLcfnMW9jittW/UkJjqGipXK\n06x5AxydbLn94Ax3As9y5OSOZH3t2/XF3NyM6TPG4rNyI1u37qFlyyZs3pJxAJaRPCS+GklfX5dN\nm5fxJMifJ0H+tGypfGW6MsLGeKNVsABG/T2I3b2XuCPH0K3tTv6pE9PJRq/2RSt/fsz27SL/+DFE\nr9vAh9MpUxsMu3cl7i8/4p+rX/SSmqHdR2NiVpAhEwaw3XcXf+08ws+/1GHO6mmZ0jNzzDwKFzPn\n2K39TF48juE9x6aZn6yKET3GYmJWEM/xv7Nj3R4O7TpKvWa1mbVqSqZ8+G9mUd/Z5DPLT9uxXTi5\n0Y8Le/7GsYkL/ZcPTydbxc2GMnaWODZ2SX6fZP/lw4l6H8kG71UMXDmS2eeWY1LMlEW9ZqoMrPp0\n9sSskCljJw9jw+pt7P7zAE1b1GfFuj80lv+Mq5sT/hevpSujo6uDnaM1/hfTL4ry6DoM00ImeE0a\nzMY129n75180bv4zS33nZGg/I/nPdOndjpvX7nD5/PdbfNW/2wjMCpkwapInm9fuYN+OQzRqXo/F\na2d9NxuCrEX6Hk8WOQ1JktyACbIsu6XeBjyA7cAr4DlgABwCSgLIsjxBkiRZlmVJkqQJn/cps6Or\nWzzbK6++WVX1QlnIo4+qh4l+BBV1M17Z/iPZ/yZ95/6jyauT8fsAfxSxnz6qF8piHtl+/1XAmaXR\nI+Wv7voR5NJKvzDvR3P+pm92u0Bv+/QB4o/meGSgeqEsJLdWxu/E/ZFoS9mfswp8F5A1q7o0YEjJ\ntlkeJ8x7ujXbzu8z/5M/pyjL8ilSLZ75YruKmrJS0v8TssI3gUAgEAgEgv8l/ieDSYFAIBAIBILs\nJtuHL38Q2Z9/FggEAoFAIBD81yIykwKBQCAQCARZQE5ZbZ3ViMykQCAQCAQCgeCrEZlJgUAgEAgE\ngixA/j+ZNSmCSYFAIBAIBIIsQAxzCwQCgUAgEAgEahCZSYFAIBAIBIIsIOH/ZJhbZCYFAoFAIBAI\nBF+NyEwKBAKBQCAQZAH/H3lJEUx+E6WNC2e3C+hL2XsJH0W8zFb7AOV0zLLbBeIT4rPbBSI/xmar\nfYls/3lYKl5/lt0uUNm4RLba19fKk632IWf8LvbKgNnZ7QL1rHtnq30Tbf1stQ+gK8KM/wvEVRYI\nBAKBQCDIAsScSYFAIBAIBAKBQA0iMykQCAQCgUCQBYj3TAoEAoFAIBAIBGoQmUmBQCAQCASCLOD/\n5ecURWZSIBAIBAKBQPDViMykQCAQCAQCQRYg5kwKBAKBQCAQCARqEJlJgUAgEAgEgixAzJkUCAQC\ngUAgEAjUIILJ74yDiy37zmzl1M2D9B3cXaMyZSuUZvepTRkem7bQm+a/Nc6UDxWcKjPn+CKW+q+h\nxcA2auXrtP+Z5Vd82fDwTzyXjUBHXzf5WN2ODRi9aSKDV4ykjE05pTpq1nTixvUTPA0KwMtrkFqb\n6uS9vYcyduzgNPuaNa1PYOAFoqOe4Oe3lUKFTJXqr+RUmUXHl7I6YB2tB/6m1p+fOzTA9+oGtj/a\nxfDlo9BNVQcAA+d54t6qjlJbN2+eIiT4KqNHe6q1VbOms1L5SZNG8uL5Da5fP4GDvXW6sjOmj2Xl\nijlp9rm5VWfXrrUc2L+RSZNGZvl1+IyOjg43rp+gZk2ndDqvXz9OUFAAXl4DNfJBlby395B0PvTo\n0Z4bN07w+PFlVqyYTd68hkr1V69RjYtX/Lj36DzDRv6u1h9N5Nt1+JX9hzL+zmaEtbMVG06tYc/V\n7XTx7KhRGQvLUvge88nwmFNtRzacWkOu3JoPLlV1qoLPiRVsDthE+0HtNCpT0rIky48uTbOvQKEC\nzN05hy1XNrHy2HJsXNO3U2WUd6rE1GML+OPyKpoOaKVW3q19PRYErMEncCv9lg5L7pvK2JZnxf3N\nzPdfxXz/VUw5Ml9jHzQl8HEQLTp5fHe91s5WrDu5mp1XttFpUAeNypSyLMWaL9rC+tNr2XV1e/LH\n7+EBOmvYtio5VWb+8SX4+PvSSoP+sV77+qy+sp4tD3cydNnI5P4xn1l+xm+ezJbAnSw7v5pqDZw1\nsl/BqRIzjy9ksf9qmg9srVa+dvufWXJlLb4PtzFw2fA096g6HeszatN4Bq0YQWkV96jsIuEHfHIC\nWRZMSpLkL0nST19Z9pQkSW7f2aXM2O8qSZJvZssZGedlwdqZLJy+nLq2zXB0tcPV3UllmQpVyrNo\n3WwMDNL+hqqWlhajpw2lYfN6mfLBwMiAIStHsW32JgY496KSc2WsatkolS9tVZZm/Voyo8skPBy6\nU8C8IA26NQGgZkt3XJq6snbcCi4eOMdI33Hk0U3/u7/58hmzfZsP3uNnUaasE7VqOfNzPTelNtXJ\nDxvWj6FD+qYpU7SoOQsWTKVPn2GYF65CVGQ0472HZlwHxgaM8hnDptkb6O3UnSrOVbCpZavUn7JW\nZfnVoxWTOk+gh30XCpoXpHG3pkDideg5sTeuTWuqtOXtPROL0o641XLh559Vn/uOP1dlKN+lcxta\ntWyKtU1t2rXrw7p1i8mVKyVYsLWpQseOrfAaPTXF97IWrFg+m7lzlzFv3jKGD+vHxk07s+w6pGbq\nlFFYWpZNp3PbNh/Gj59N2SSd9erVUumDKvlhw/ox5AsfrKwqMXJkfxo1ak/58i7o6ekye7Z3hvqN\n8xmxcfNSpkycRxXLmtSo6USduhlfS03lixUrzIxZ45Tq+BJDY0OmrZqIz8w1tHRsh42LNY5uDirL\nlKtclulrJqFvmP63lfUM9Bg2w5N5oxei+KTQ2Advn3H4zlpHJ6fOWDlXxd7NTmWZMpVLM2GVN3pf\n9E29x/bkxO4TtLPrwOKxSxizbLRGQa2+kQEDVoxg1+zNDHPpQwXnylSupTwQLWVVhkYeLZjXZTKe\njj0pULggdbs2AqBEFQuOrjmIp0NPPB16MvZn9Q9xmeHug0cMHDWJmNjv+3v3hsaGTPaZwKpZa2lT\nrb1GbaFs5TJMXT0JfQO9NPs71+rGr7Zt+NW2Da0d2vL2xVtOH/xbrQ8GRgYMXzmaLbM30te5B5Wc\nq2Cton8sY1WW5v1aMaXLBHo5dKWguQmNkvpHjxn9eXTjId1sOrJp5jp+nzOI3Dq5VdrXNzLAc+VI\n/py9iUHOvangXJmqKu5RFlZlaNKvBbO7TKa/Qw8KmBekfrfEBEuNlm44NXVl3TgfLh04x3DfMRne\nowRZT5YFk7IsO8iy/Cyr9OdEatR14XnwS479dQqFIp5Nq7bT6Nf6Kst07tOOGWPnpdvvUsuR2Jg4\nDu05mikfrGvb8TbkDf5+F4lXxOPnexCXX5TfPBWfFCzwmMXT20+IDo/i1tkbmBYzA0ArlzYrRy3l\n1ZOXXNh/FlmWyWdWIJ2OBg3cCQoKYe9ePxQKBUuX+vJb21+U2lQlb2lZlnLlSrNw0ao0ZXR0dOja\nbQAnT54jOjqGg38dpUSJjJ9V7NzteRPymot+F4hXxHPQ9wA1misPaD59UjC73wye3H5MVHgUN85c\nx+ynxDqwqmHNh9gPnN2fcSf92daePYdQKBQsWbqGdm1bKLXVsGFtgoJCMpRv27YFS5as5t2799y7\n95B79wNxda0GgLa2NitXzmX8+Fm8fx+WrM/c3IxBnmM5d+4yZoVMiYiI4t27f7LsOnymVi1n6tSp\nweXL19TqbNu2eaZ8+Cyf6IMFixatTlOmXbsWbNu2lxcvXqNQKNi0aRf2GWRxAX7+2Y2nT59xYN8R\nFAoFK5evp1Wbpkr90UR+yYpZHNh/RKmOL3GuXY2XIa/4+9BZ4hXx7Fyzm3otaqss06Z3SxaMX5rh\nMY8xvbhx6RbXzl/X2AcHdwdeh7zmnN954hXx7PXdj/svbirLtOjZgmUTVqTbX6pCKW5dug3AzYu3\n0NHTzTDo/ZKq7ra8C3nDlcOXiFfEc2zdXzg1q6FUXvFJwdJ+cwm+E0RMeDR3ztzAJKlvKlW1DEE3\nHqm1+bWs37abUYP6fHe9TrUdeRnyijNJbWHX2j3Uaa66LbTu1ZJF45eolGnYtiG3A+4S/DBErQ+2\ntRP7rEtJ/eMh3wPUUHOPmOcxk6Cke8TNs9eT7xEXD51n08z1fIiJ4/yBs+jn1cfQOK9K+5/vUQF+\nie3gqO9fOP+iuh0s8piTdI+K5vbZG5gUSxyV0sqlzeqke9TF/eeQ5cRsaU4iQZaz/JMTEMPc35HC\nRc25e/N+8vbz4JeUKlNcZRmv/hMIvPc43f6zJy8yf+pS5Ew2FJMipgTdStH3NuQNRSyKKpUPvhvE\nk1TyNrXtuH/5LgCnth3jddBLcuXJRcMeTXkV9JK3Ia/T6fjpp6Jcu3YreTsoKJhyZUsrtalK/v79\nh/TuPZSPH/9NU+bJk2BOn76QvN2oYV3OnrucoX6ToqY8vpVyo3kT8pqiKurg6d0gHt9Mkber7cDd\npDq4dvoqG2euR9ll+NJWUFAI5cpZKLX1009FuXr1ZobyPxUvytWrqerlSQjlyyXWy8CBPalYsRw/\n13dj9ao/qFgxcTjnzJmL+PmdQJIk3Gq5kDt3Lvz8Tibp/v7XASBvXkOWLplJt+6exH34oEZnCGXL\nqq4PZfKJPgxL50NCQgKmpgWTt62sKvLmzbsM9Rf7qQjXr99O3g4OekaZsqWU+qNOvm+/roSFRbB5\n0y6lOr6kUFEzHtwMTN5+GfKK4haqB22mDJzBk3tP0u2vYF2eXzo1Jb9JfiavHI9LXdUjH58xK2rK\nw1Tt9HXwK4qVLqayzGzPOTy9H5Ru/8Obj2jUoSG6+ro07dKEoHtPiAyLVOtDwaImPL2Vck7vQt5g\nXrqIUvlnd5/yNFXfZFXbjkD/ewBYWJel1ciOLLrmy8RDcylrb6nWfmaYPm4YZUsrbydfi1mRQgTe\nepi8/Sr4FT+puQ7TBs0kKIPr8BlJkmjn0YbNS7Zo5INJEdM0ff6bkNcq7xFP7wal6eNsa9tz7/Id\nAE7+eTx5v11tB14HvyLsbahK+wWLmKS7RxW2UN4OQu4+TSNvXduOB5cT28Hpbcd5HfSKXHly0aBH\nE14HveRtyBuV9gVZw1cHk5IkPZAkyV6SpPGSJF1I2vdSkqQySX8/lSSpZCp5t6Th64mSJL1KOu6c\ndMxYkqQdkiS9liRpL5A3VbmOkiQ9kSTpnSRJByVJMkqlf7kkSc8kSbqfelhckqQWkiTdSyqzTZIk\nw6T9+SVJ2pRk/5EkSc1SlfldkqQXkiTdAZQ/JqlAS0siKiIqeTsuNo68Rqqf0r43kpZEbGRM8vbH\n2A/oGxloVNatTR1y6+Th/L60WTjPpSPoMLor+5fvzrCclpYW4eEpN5PYmDjy5TNSaiez8l/i7l4d\nJyc7li5dm7F+SYuYVHXwIfYjBhrWQZ02dcmjm5sze09rJP+lrZiYWIzzGSuX19IiPCIyQ3ktSYvw\niIiUY7GxGOczInfu3IwaOYBDfidYu3YroaHhnDyxi4IFU57Ahw3rR4cOrXjw4DGvX78Fsu46zJs3\nCd9129IEXSk6pTQ6Y2Ji1fiQOXmA7dv30bp1M2bMGMvMmeMYPXoQmzbtVKo/MrX+2DiMjVX7o0y+\nbDkLevftzOCBY1X69yWSlkR0mvb4AUNj5XM8VdFtSGdCHj1j74b9XD13nQnLxmLnqnyI8DNaWlpE\nR0an+BD3AQOjr/PhzxU7cGtWi8nrJtFxcEd8Z63TqJwkaX3RN31EP69m38sarWuTSyc3l/adQUtb\ni8fXAlnQczoDbLrit3Ifved7Iml9v9yIJEnfTVdqtLSkdNfB8Cuvw2eq/+xMyOPnPA96oZG8pCWl\n6bM+xn7U+B5Ru01dcuvk5uwX94g8OnnoOKoLW+eqn0ec0T1K0/65Zpva5NbJzYV9Z9LsH7h0OO1G\nd+Hg8j0a6fmRyD/gkxP4lm/fJaAiYAm8liSpAKAjy7KqsQcnQBsoCvgAI5P2j0/aXwxYAKTuHZcA\nPQBz4DZQ/Qv/iwMjgK2SJOlKklQemA80TNKnBXyeUDMfeAL8BLQFfCVJMpQkyRqYSmIQ6QyonsSi\nhPDQCPKmSvHr6uuSEP9jp8dGh0Wl6Rh09HRISFDvQ2GLIrT36sJSz/npfJ7TcxreLUbiMWcg+Qul\nH+YOfR+WJgDQ09clPj5eqa3MyqfG1LQgPj7z8PAYQURExtmQqPDINJ2TpnVQxKIonUd3Y77nPI2v\n25e29PX11J97qmAmtXxoaBj5jFMCUX29xGMVK5bD0NCAbt0G4ed3guEjJvLq9Vtq1XJJlp09ewne\n3jMpXboELVokzivLiuvQrGl9LCxKMGdOxkOw79+Hp9GZeH7K6zKz8gDXr9+mZs1fiIuLo1o1W0JC\nXrBt294MZUNDwzFKrV9Pl3gVbUGZvLa2NstWzmbY4PGEhYar9O9LIsMiMUzVRnT1vr5fqGxfmcWT\nlnP6rzPsXreXQ9uPUKOBq4Y+pAQtOro6X+WDJEl4LR7J4BZDGd56BH3reTBkzmCKlCystmx0eNq+\nKY+G30tziyK09uqEz+CFJMQnkBCfwOphi3n95CUAF3afRkcvD0XKKM+u5RTSXQe9r7sOqWncrhF+\n2/00lo8Oi/rq/rGjV1cWef6RzuduE3oREhjM2b3q52x+eY/StB0UtihCO6/OLPNckM7+vJ7TmdjC\ni95z+md4jxJkPd8STF4GKgB6wCOgGeCvpkwoMF6W5QTgPJAvab8b4CvLskKW5RMkBo2fOQl4A/2A\n1bIsH0p1bImcyL6kcykP1APMgItAMFAbqJwk3xjoCzwHDgC5AQuPI/hmAAAgAElEQVSgJnBSluUn\nsixHAr7KTkCSpN6SJAVIkhQQFvc2zbFr/jexc0qZu1XVthIvn79SUyXflwcB97F0rJi8Xca6HP+8\neKuiROKE7KE+o9k6ayNBt1OGE+zqOaKjpwPAk5uPePvsLUVKp++wz18ISJ7bB+DoaENIiPKn5MzK\nfyZPnjxs2bKCzZt3cfCvY0rl7vnfo6Jj5eTtcjblePc842HQzxgYG+C1aiwbZ61PMwSkji9tOTrY\nEBL8XKn8+Qv+uNZwylD+/Hl/XGukrxeFQkFYWASRkSlZ7w9xHwgPj8TezooyZRKH444cPY0sy1Sp\nUiFNeeW+ZP46tGrdFMvyZXgaFEDw0ys4O9mxbasPHn27AHDhgj+uro5f6FReH5mV/8ydOw+YMmU+\nhQqZMmbMdKVB8KWLV3CpnvJsaOdgzXMV56hMvrxlacqWK83SlbO4//gCGzYtwbGaDTfunFLr6y3/\nO1g5VU3ermhjyevnXzcUFx8fz+tnKVNNPn74mCbTpYw7AXepUi2lnVraWPL2ReZ9yGeSD9PCprwK\nTuzXwt6F8f7Ne8pWVb+K9lHAfcpXS+mbLKzL8v6F6u+lvpEBA31GsXP2ZoJvJw6R5ytUALsGKd+h\nPLp50Dc2/OEP7l/DrYA7WFWrkrxdwaYCb77iOnzGKJ8Rle0rceH4JY3L3A+4R0XHSsnbZa3L8Y+a\n62BgZMBInzFsnrWBJ7fT9o/1OzWkomMllg5fqJH9wC/uUaWty6q1r29kwGCfUWyftYmnt1OmStjW\nc0hzj3r37C2FVUydyA4SkLP8kxP41sykHfAvcI/ETF/Gk9hSeCTL8udeP3UNaJF2hXvqO8OvwBgS\ng9YTkiT99kW5z0ipyh2WZdlclmVzoDCQeiZ1vVTHfkryXZX9NMiyvFKWZXtZlu3z65mlOfbw3mMi\nwiMZOq4/1WrY08ezGwd2HlamKkt49iCYmIho2nt1oVL1qjQf0Jpze5Q/LWrn0maE7zjunL/JiS1p\nFxVU/6Um7Ud3QZIkilcoiUkx0zRf5M/cuXOf0NBwpk0djbt7dUaNGsiWrRkPiX+N/Gd81y4gMiKS\n8eNnqZQLeRBMdHgUnUd3pUr1qrQa8Bt/7zmlVF47lzZj147n1rkbHN2cuev12db06WNwd3fFy2uQ\nynO5ffs+YaHhGcqvW78Nz0G9ady4Hp6DelOuXGmOHDnF3buBREfH0KRJ4sr+2rVrYGFRgoCA69jZ\nWbHOdyGGhga8ePEKXV0dLMuXybLr0Llzf4oWs6JESTtKlLTjwsUr/Na2F8uWr0vS+YDQ0HCmJusc\nwNatyoeeMiufmm7d2hIc/Iz9KhbD3L0TSHhoBBMnj6CmmzPDRvTjz237Mi1/904gJYpYY1naGcvS\nznTq8DuXL13DqpKbWj+f3A8iMjwKjzG9sXO1ofOgjhzdfVxtuYy4cPwSjds2AMCsiBm1m7lx5ew1\nNaXg6f2nRIVH0WN0d6yrW9NuYFtO7D6ZafsRoRHIskyTzo0pZlGUBm3rU7pSaZ4+eKq27PMHIcSE\nR9F6VCcquFShaf9WXNxzRqm8di5tBq8dzd1zNzm9JWUhYrxCQZepvSleqRS6Brq0GtmRFw+fJWcq\nczJBSW2hz5he2Fa3odPADhz7yrYA4FSnGneu3uXfD+nnNisj5EEw0RFRdPRK7B9bDmjD33uUT+vR\nzqXNaF9vbp2/wbEtaftH+7qO/DakAzN6TiEuOk4j+88fhBAdEU1br05Uql6F5gNac17NPWqY7xju\nnL/FyS1pF6S6/FKTtqM7f3GPUj6/NDuQf8C/nMC3BJM3SBwWDiQxIPsZ9cGkskfHs0BHSZK0JUmq\nDlQFkCRJn8Qs4jNZlmcBR0gchv5MfymRFsAn4CFwFKgpSVIlKXHiy0JgbpL8X8DvSXZKA8+AIsA5\nwE2SpOJJ8ys7a1wLX+DZbSQmhUwYMWEQW313cmCnHw1+qcv8NTO+VmWmmddnBvnM8tNxTDeObjjE\n2d2ncWpSncErRqaTtXazpZydJU6Nq7PMfy3L/Ncmy/mO98GkqCnLAtby+x+ezPeYlWauTWp+a9sb\n88JmzJwxjhUr1rNly25atWrKtq0rNZZXReXKlrRs2QRnZ4fkrNi5sweUys/sM438ZgXoNrYHfhv+\n4vTuU1Rv6srIFV7pZG3d7bC0r4BLE1fWBKxnTcD6DOVU2SpsXojZs7xZvmIdmzfvonXrZmzfnvE7\nAlu36ZlOHhIDq27dBzF8WD8aN65H8+ZdiIiIRJZlWrbqzmDPPjx/dp2lS2bQoWM/IiOjWOmzgYsX\nr3Lv7lkuXTrEzJmL+fDxY5ZdB01o27YPhQubMWPGWFas2JDsw9at6VcGK5NXh4GBPqNGDWTYsIlq\nZTu170chczOmTPNitc8mtm/bS4uWjVi/OeMVshnJfytje46nYKEC/O7dl93r9nFk1zFqN3Njis+E\nTOlZ6L2YgmYF2X1lG6sOLWXXmj0ar+qe1HsKBcwK0HtcTw6sP8iJ3Sep1bQm41ZqPgc0IT6B6f1n\n0KRTY5YdXkrXEV1YPnEFwQ+CNSq/qO9s8pnlp+3YLpzc6MeFPX/j2MSF/suHp5Ot4mZDGTtLHBu7\nJL9Psv/y4US9j2SD9yoGrhzJ7HPLMSlmyqJeMzO9WDG78O41gYJmBejn3Ye96/dxdNdx3Ju6Mcln\nfKZ12dWw5dbl9HOX1TG7z3Tym+Wn85juHN7wF2d2n8KliSvDM+j3bNzsKG9XAefGrvj4r8PHf12y\nXJvB7dDR12HS9unJx8rbqV8MtaDPLPKZ5af9mK4c2+DHud1/U61JdQatGJFO1irpHlWtsQuL/Vez\n2H91stz68aswKWrK4oA19P1jIAs9ZqeZjyn4cUjf8gVMWnizhMQh4zCgkCzLb5OOPQXcZFl+mrTt\nBkyQZdnty21JkgoCa4FqwC3AFBgky/IpSZJ6AGMBAxLnO3aUZflRkv49JGYuY4Hesiz/naS7FTAF\nMCYxwO0my3Jo0rzOpSQOa8eSOOS+KanMUGBo0v7LwL+yLHdVdf6VClXL9t6rqq76uUpZya43V7LV\nPkAjM81fmpxVHHh9NbtdQOs7LkD4GiSyZtFCZtDLlf3vmKtsXCJb7etrZX8dFNFW/6qgrGZlwOzs\ndoF61r2z1b5JDrgOujngV5s3Bu/Kts7ptxLNszxO2Ba8J9s732+6yrIsp84SSl8cK/nF9ikS50am\n25Zl+T2Jcy4zsrEaWJ3RMWC+LMvp3lYry/IOYEcG+0NJHI7PyM5cUjKYAoFAIBAIBAINyP5HBoFA\nIBAIBIL/QXLKApms5r82mPwy8ykQCAQCgUAg+PH81waTAoFAIBAIBDmZnLLaOqsRP6coEAgEAoFA\nIPhqRGZSIBAIBAKBIAvI+a/S/z6IzKRAIBAIBAKB4KsRmUmBQCAQCASCLOC/5WX634rITAoEAoFA\nIBD8jyJJkpskSfckSXolSdI4DeT7SJL0VpKkfyVJ2pH0y4AqEcGkQCAQCAQCQRaQgJzlH1VIkpQf\n2A2MAYoD7pIkNVAh7wiMAhoAhYFiwEB15ymCSYFAIBAIBIL/TRoBT2RZ3iXL8idgEdBehfy/QGtZ\nlq8m/TrhUaCkOiNizuQ34K5XMrtd4EVCbLbab2/umK32Aa5+eJXdLpBPT+0oQJajLWXvs+GRfGWy\n1T7AH2T/71J76cVkswfZP0er7pvA7HYh238XG+Do9ZXZan+TlXe22gf4tdHb7HYhW8kBq7mLA1dS\nbT8ByisTlmX5+he7GgN/qDMiMpMCgUAgEAgE/6VIktRbkqSAVJ/UT1JaQHiq7Rggn4Z6uwO6wBZ1\nsiIzKRAIBAKBQJAF/IhfwJFleSWgLA3+HiiRalsfiFenU5Kk8sAsoL4sywp18iIzKRD8h727jo7i\nehs4/r0bdyBCILSFBA+SAAkheKAUChQrUgiFFrcCJbRQrMUpUEopFIq7FSnuFjy4BZcQ3OK6u/P+\nkRAhWQklDf2998PZc5jZ59777Mxk5u4dWUmSJEn633QEqJVhuipwT1+B1Jt2/gZ+UBTltL7Y1+TI\npCRJkiRJUi4wdLd1blMU5aIQ4qUQ4mdgJzCclDu7syWEMAO2AntTRzyNIkcmJUmSJEmS/ne1JOUx\nP1OBWYqiLBNCtBVCrM8mthFQDWgjhHic+souLhM5MilJkiRJkpQL3odfwFEU5THQ8Y15q4HV2cRu\nAkRO25CdSUmSJEmSpFzwHjwa6F8hT3NLkiRJkiRJb02OTEqSJEmSJOWCf+PRQO8DOTIpSZIkSZIk\nvTU5MilJkiRJkpQL8vrRQP8WOTL5jpXwK8vwPb8w7uRsGvZraTC+evv6TDj1J79eX06XWQMxt7YA\nwMElPwPX/sT4kDkM2zWFUtXLG52Dp185ZuydxfxTi2n9TVuD8Q06NGTRmaWsubmewbOHYGltmen9\nb34ZQN3P6xndPkApP0/G7ZnOtJPzaNrvc4Pxddp/zPRTC5h7fRW9ZwVhkZpD8UqlmHN1Bb+GzOPX\nkHmM3fWrUe1X8fdmw6EV7Dm/ie4DOxtVpnhpd/7avzTTPCcXR/5c+xsh9w6w49R66n1aW28d/jV8\nOXJyG5euBfPt4N4G29QVX7CgMw+eXeTy9cNpLyurzOvFwsKcIye34V9D9++j+9fw4dCJLZy/eoiB\ng3sZkY/++LLlSnEu9CD58jkYrOs1G79ylNwzizInF+PSz/D2WGzJaMqeXkaZkCWUCVlC/tYp256p\nc36KLR9LuWvrKX1kAfafVDOq/bzeFgGsfCrw0ZY/cT+0ggK92huMd5s3Dvcjq3A/tAL3Qyuwb/Fx\nlhjHPoEUHD/ovc7Br3oV9h7/m1NX9vFNUA+DbeqKX7F+LqdC96e9rtw7zuQZo6ldr3qm+adC9xP2\n8iKF3Vyzrd+rWkUW75/PutOr6di/g8F8AIqVLsaCPXMzzVtycCHrz6xJe+24sYUvBwQaVZ+xrt+6\nQ4uOhv9m/ynXamVofmASbc78ToUBzY0uZ1HAjrbnZ2JbxCnHbZqUrIDN6HnYTl6JeWPj1gNCYD10\nOmZ+6ccimzHzsZ2yKu1l9/smzJsYWZ/0TsnO5BuEEIuEEJ3fpqyVvQ3d5gxi8+RVjPDvQ4lqnpSp\nXVFn/EcVPfi4VzNmdprAMN8e5CvkSJ3OjQBoMSyQkI3B/ODTgzUjF9Bl1gBMzEwM5mDjYMOQucNY\nPnkp3f2+pny18njXrqQzvkTFErTs9Tmjv/yRLlU64ejqSOOvmgKgUqno+lN3ajStpbN8dqztbeg3\n5zvWT15BkH8PylQrR7naXjrji1Uszqe9WvBLpzEM8O1KgUKO1O/8KQAflXdn94KtDPDpygCfrgxv\nMMBg+3YOdkxbMIHfJ86hYeUW+FSvjH/dqnrLlC5fkumLJ2Fta51p/qipQ7h8LpTaZT9l+rg/GD19\nOOYW5tnW4ZDPnsXLf2f8mGl4edalRq2qBNSrqbNNffEVvcuxZdMuPEvWSHvFxydkKj/ixyBKlvLQ\nXb+DPQuWzWDi2OlULhdA9Zq+1K1X463jVSoV02aMZeLYX4mIiNRZT0Ym9jZ8NGcYjycvJdT/a2yr\nlcdWz/YIYFW2GKHVuxDq8yWhPl/yau1eAIpM7Ef8hRtcqdSBx5MW88GUAQgLM7115fW2CKCyt6Xw\njBG8mL6Y2wEdsfatgHWNynrLWJT24E69Ttyu1Z7btdoTtWF35vc9S1CgRzuj2s+rHBwc7Jm7dDqT\nx/6GX4UGVKvhQ+161d8qvn3LblQpUzftdfH8FTZv2MHBvUcyze/bdTCnQ87z8MHjLPXbOtgyZu6P\nzPt5IW2qtsfb3wvfOj56l0GJcsUZN3801jZWmeZ/WfsrWlZqQ8tKbWjt046nD55ycOshvXXlxJVr\nN/lmyGhi4+LeWZ3ZMXewpu68AZyZtJa1vv0p5F8GtzoVjCrr/3MXrJyM/1KZxtoW696jSNywkJgh\ngZiWroiJZxXDuQY0h+Qkko/vTZsXO6ILMUHtUl7ftUf78hnq08E5zykXKYqS66/3gexMvkOedb15\nHvaU8ztPolVrOLh4B1U+033wVierWdB7GuGX7xAbEcPV4As4FnEGoHDpj7h5IhSAG8evYGZpgeUb\nHZ3sVK5bhSdhjzm+4xgatYati7ZQs7nu0bTkZDWTe0/k9qVbREdEcz74HC4fuABQsaYXCXEJHN6c\ns51khbqVeBb2hNM7T6BRa9izeBt+n+nuVKmT1czqPZV7qcvhcvB5nIqk5FCsQnHunL+Zo/Zr1qtG\n+L2H7N12ELVaw8r5a/m0ZQO9ZTp2b8fPw7OONO3ZeoDp4/4gLjaOXZv2YWtng0M++2zrqP9xbe7d\nvc/WzbtRq9XMm7OUlq2b6GxTX7x3pfKcPXNRZ9nqNatSu64/p0+d1xlTr0Et7t0NZ1tq/fP/XK43\nH0Pxvfp+RUJCIquWb9BZx5vs6lYhKewxUTuPgVrD88VbyP+Z7u3R/IOCJD97hZKQmOW9yB1HeDxp\nMdrYeCK2BmNiZ42Jg53e9vN6WwSwqeVDcvhjYnYfAbWGiOWbsG9SV2e8WRFXNM+zXwYAwtwM14lB\nRG878F7nUPfjmoTdDWfHlr2o1WoWzV1B81af/uP4mnWrodVqObTvaJb3vhvRnwk/Tsu2fr8AXx6G\nPSJ4+2E0ag3rF26kXvMAnfkAtO7WihmjZuqNadSuEZdOXeHejTC9cTmxZPUGhvQ3PJL7TxUJ8CI6\n7Clh20+hqDWELthNsRaGR/yLt6mJub0VMeHPc9ymaXlftM8foz57BDQakvb9jVlV3dsigHByxaJp\nIAnLZ+iMMaveEM2ty2gfvbv1IBlPdibfoQJuTty/eDtt+kXYUwp6FNIZ/+DKPcIyxJcLqMTNkKsA\n3L90m+od6mNubUGtjg14EHqP2FfRBnNwcnPm1sX0A96TsMe4ubvpjL975Q63LqTHVw7w4crJKwCc\nPXiGZZOWkNMvPo5uTtzN8LmehT3B1aOwzvj7V+5y9+KttOmKAZW5HpLSkXb3KsHn3wcy4+wifto+\nlRJVShts39WtIFcuXEubDr/3kKIeH+otM6zfaG5cvZVl/t+rtqb9v2Z9f+7ffcCzJ9nvQIt8UIjz\n5y6nTd+7e5/iJYrpbFNffKXKFfi6Wweu3j7OiTM7+bRJ/bQ4Wzsbfpk+mj49viPhjdHKjNyKFOLC\nG/V7FC/6VvFuRQoxaEgfABYun0Hrds101pORmZsz8Rm2x6Swx1h46N4erbxKYuacn9LHFlL27HIK\nj+kFJim7qdcjlAD2AT4k3nuE+ulLve3n9bYIYFrIhYTLN9Kmk+4/wqxoEZ3xlhVKYeKUn2L7l+Jx\nbA0uI/ukLQMAp0FfE3sohLjjur9IvA85uBVx5eL5K2nTYXfDcS9R9B/H9/u2OzOnzcsyv1oNHxSt\nlpPHsv8pYZfCBbl+MX0ZPLr3iA88dC8DgPH9J3Hn6h2d7wsh+KJXG1bMXKm3npyaMCKIEh669x3v\nio2bIy8upH++6LCnOLjrPmYB2BR2xOvblgQPmEOODw6AqoALmnvp60H77BEmBT/QW8byi94oSQlY\ntOyCxefdwNo2c4AQWDRsTdKOLM/gznNalFx/vQ/eq86kEKKJEOKKEOKZEGKLEMJZCOEghNgohHgo\nhLgthGidIT4wdd4zIcRWIYR96vwDQog6GeLSpoUQ7YQQN1Lr2yKEsHmH+RMXlX5aIjEuASs746r3\na10HUwszTm86AsCeOZup3MSfXguH0GhAa7ZMWWVUPSqhIjYqNm06IS4RG3vjcqjXpj7mlmYE/33Q\nqHhdhFARlyGHxLhErI1cDjVbB2BqYcaJTcGoTFTcOnud6V0n0M+7Mzv+3ET3XwcgVPo3W5VKRXRU\nesc7Pi4eO3tbPSUMs7A0Z8Dw3sycpPunSlUqFZGR6e3GxcXj4JD9KKah+Nu37tK722BKu/vxbf+R\nzJg1Me0zTJg0nBXL1nEhw4FXV/1RGeuPjcfeQD664vv270p0VAwL561gx9a9jBozmC8CDV8TLIQK\nTYZtQRuXiIm+bUGt4ensdVyt2ZVrdXpgXaEEBT6vnylEWJjjOqQzT6YuN6r9vNwWAYRKoI1Oz0GJ\nT8BEz/aoqDW8mreGOx935k7Dr7EsVwr7Fikj61a+FbDyqcCLXxcb9RnyMgehUhEVGZU2HRcXj729\n7pFkY+LLlitF/gIOHD54PEv5r3sEsmCO7m1CpRLERMWkTSfEJ2D7D/cL1RtUI+xWOOF3Hvyjet4k\nRI5/gOTt2lEJkjIcs9RxiZg76P/7qPFrd05PWEPcQ/1f5HQ3KlDi0teDkpgA1rrbVBUtiVkFP5KP\n7SU5eBsmbkWx7vNTphjTitXQPA5H++TdrgfJeO9NZ1IIUQJYAnxBym9IPgFGA62Bh4Ab0ALIOM49\nE+gCuAKXAN0X5KS0YQ70BdoqilIYSOKNnxgyIs/uQohTQohTl6Mzj2TFRkRjbZ9+KtrcygKt1vDz\n713cC9F8aAeWDPwdrUaLEIKvfvuGX1qNZHrbnxjfMIgOP/fE6aOCBuuKjojK1Hm0MDKHwu5ufPnD\nV/w64Be0mn/2zP6YiGisM+Rg7HJwdS9M66EdmTvwN7QaLVqNlvlBv/P49kMAjm04iIWVOYWL6x7Z\nAoh8FYldhoOQpZUlGiPa1+e7MQO5ee0229+4biyjly8jcMhw2tXKygqNRvNW8UO/G8upkHMAHAk+\nwa1bd/GrVoVGjetRtNiH/DZtbrZ1ZvTqZQT2Geu3tkSrJx998T5+3vzy8yw2rtvG6hUbmfXbAj5t\nkvWGjDepI6IwybAtqKwsUPSsi8jtR3k+byOoNWgiY3j1154s11gWHtWNhGv3iNhk+EtPXm+LAJqI\nKFQZOrDC0hJFz3qI2XWYV4vWg1qDNjKGyI27salRGZWNNQV//IbH309GSU422G5e5xDxMiLTlxcr\nKyu9y96Y+HYdW7F25d9Zyjo5O1Klqhc7t+7TWX/Uq6hMnUcLK4t/vK9r/MWn7Fiz4x/VkZcSX8Vg\nnuGYZWpljqJnmZTt+glxTyK48/ext25TiY1CZBhZFOYWoGe7MPXwRHP7KokbFqC+cIL4+ZMwLVke\nYZu+rZjVbEjykV1vnVNuUv6Ff++D96YzCTQAghVFOa8oilpRlC6KovQC5gNbgEnAn0DGHtV+YCTQ\nG5ivKMp2HXULAEVRkkjprNYQQiwDAkjpiBpNUZQ/FUWpoihKFU+7zDc/3D51DY+qZdKmi3oV5+WD\nZ3rrs7K3ofvcwWyevIr7l1JON9g62ZOvsCPPw54AEP0sksinr/iogu6bLV4LDQmlrG+5tOmS3iV5\nFq4/BxsHG4bOG86yn5dw+2LWU705dfPUVUpVLZs27e5VghcGloO1vQ3fzB3CuskruHcp5bRkvoIF\nqNzQLy3G3NIcawdbgweAsycvUNkv/SaL8pU8eRSe9YJ8Y7Xp3JLKfl6MGjBOb9zJ42eo5p9+QX+l\nKhUIv/8wx/F29ra0/SLzXZWFCxdEq9HSvOWnlCjlwaVrwVy+fhifqt4sWjaDLt2y3sF48sQZ/PzT\nL2yvVLmi/nz0xGvUGu6HpX/rT0hIIDLDKJIucadCsamavj1ae5UkSc+24NC0JiaO6Rf1mxVyynSg\ncQz8FJuq5Qj/brrBtiHvt0WA+DNXsK6S/jQGq4qlUD98qjPe7tPamBTIsAwKpiwDK59ymDjlp8j8\n8bgfWoHzDz2xa1SLIkunvJc5hJw4h2+19Jt8vKuUJ/z+I51tGoo3MTGhcbMGbN2YtdPwWcuG7Nl5\nELVarbP+i6cuU7Fq+jIo412GJw+e6Iw3xD6fPeWqeHJs74m3riOvPQm5jqtf+uUaTt4eeq+DLNq0\nKm61y9P27O+0Pfs71oUdabJtNB800H9TXUaam5cxKZG+HkzcS6O80L0tKloN2hfp+28lOQlFo0FJ\niAdA2Nhh6uGJ+uJ/dz38L3ifOpMC0rvYQogPhRDtSRl9/BY4Abx5Xq0lMAywAvYJIXQ9d+TD1DqL\nAecAM2BWat3vzMNr94mLiKHZkA6U9C9Hw74tObXxsM54lakJvRZ+z/UjlziyMsMdai+jQVGoGdgA\nF/dCVGsbQJGyxXh47b7BHMKu3SMmIpovf+hM+eoV+LxfWw5tPKAz3sTUhOELR3HxyHl2r9iZo8+r\nS/i1MGIjomk9pCNl/MvTtO/nHN+o+w47E1MTBi78gStHLnBwZfrIn0atptO47nzoWQxLG0s+/z6Q\nBzfup40O6XLz6m0iI6IYMKI3vjUq021gZ7ate7tvrbUb1KD34K707/QdsTH676wMvXKdV68iGDl6\nMDVr+/FtUC/+WrM5x/HxcQkMHzWI2nX9sbKypG//rigKHD9+mh5dBlHa3S/tDu+QE2fpHNiP+XOz\nnt67euUGEa8iGfFTEDVq+TFwcE/Wrd2iMx998Xt2HaR1u2aYmpqSP38+2gW24vChrKca35Rw7R6a\niGhch3TG1r8CLn3bEqFne7T2KoXroEBU1pZYlfMgf+v6RGxJ+Ruyr+9LwW87cLfrGLQx8Qbbhrzf\nFgGSbtxFExmNU1AXrPy8KNDzC6K27NcZb1mhFI79OyGsLbEoWxz7Fh8Tvf0QsQdOcsu3Vdrd1c/G\nzyZ6+yHCOwa9lzlcC71BREQkP/w4kOq1qtJvUHc2rt2aTWvGxVf29SLiVQQPwrN2SD9uVJeDe4/o\nXQZ3rt4hKiKaHsO6Uam6Nx2/6cCeDXv1ltHHr15VLp+5QlJC0lvXkdciroaTGBFD5WHtKFTDk4r9\nm3N7Q9Ybm17b1mw0qyr0ZrV3X1Z79yXu4Qu2fDqS+7vOGN2m9sFdlNgoLFp1xaS0FxaN25N8QveI\nsubyKUxKlEc4pYz7WDRojebmZVCnjIybVqiK+nYoJL+f60GrKLn+eh+8T53JnUAtIUR5kXLByLdA\nY6AmsALYDKQ9h0IIYQ2EA/cVRfkZ2AW8vg0tEnBPjesAFBgH/IAAACAASURBVE2dXwl4Rcqp8mek\nnDZ/p+b2nIqDSz5aDu/IoWW7CNl4mEpNqtF1dtZnsXnW8cK9cim8G1djfMgcxofMoevsQWg1Whb2\n+42agR8zdPvPNA1qy7rRi3l03XBnEmBSj/HkdynAV8O7sGPpNg5uOED1pjX4fs7QLLGV6lamdJUy\n+DepwYJTS1hwakm2cTk1o+dk8rnkp93wTuxftoNjGw/h28SfvrMHZ4ktX8eb4pVL49vYP+0Zfn1n\nDyb6RRRLR87jmz+/Z/KR2TgVcWZGt0lGPQrh26+H4uzixKAf+7Fm0Xq2rtvJJ83q8cv88Tn6HL2C\numBlbcWCjbPYe2Ezey9spmKVcjrjvwrsR8GCzoweO4SF81fy15pNNG/ZiIXLsr8LMbt4tVpNj66D\nmPDzCC5dO0zdejVo93lXYmNis61Dn687foOLqzM/jvuORfNWsm7NZpq1aMT8pb8ZHQ8wfeocXr58\nxYlzuzhyejvHj54y+q7uez3HY+ZSgELDu/Bi2TYiNh7AoUkNPpqddTt7Mm05ps75KHtqKR9OD+Lp\nb6uI2pFycCs4oD0qaws81kxMewaldSXDN8Hk9bYI8PCbMZg6F8D5u25ErNxC9OZ92DaqRaHfRmSJ\nfTFjGaaO+fEIXkWhKUN4MXtlyl3Y/1Be5NDjywG4FHRm+Jggls5fzYa1W2ja4hPmLM7+juvs4l+r\nUcePkONns5SxsLSgsq8XIccNd2hGdvsRR5cC9B7Zg7+XbGL3+r3UbVqH0XNH5fizVa5ZiYsnL+W4\n3Ptmf9fpWBfMh8/I9lxdvIfb649Q9LOq1J3bP9fajP9jNMKhAJZtepB0YDPJJ/ZiWqU2Vr1GZonV\nPn1IwsqZWPcdje0vazEpW4n4Rekj4SZlvNHc/O+vh/868b48owhACNEMmAjkI2UkshvwMTAV0AIr\ngR5AFUVRrgkhugDDARvgNhCoKMpNIURNUk6JhwEXgarACOA0sA6okhofCpgqivJFhhwWAQcURVlk\nKN++Rdvm+cJ7oM3d55AZkk+V/TMX/01nEnSfOvu3PIx/kdcpYCLy9rvhrnzF87R9gGnk/fY41Crn\nnf7/NfXfgxsh3K0NX2Oe23af033D3r9hecWsnbN/W8tPdZ/C/rfYz93179zRlI2abvVyvZ8Q/GBv\nnn2+196rn1NUFOVv4M2rq1ekvl4LyhA/n5RrKt+sJxgo8+b8VHofOKgoSmdjcpUkSZIkSZLes86k\nJEmSJEnS/4r35TmQue19umZSkiRJkiRJ+o+RI5OSJEmSJEm5QI5MSpIkSZIkSZIBcmRSkiRJkiQp\nF7xPT8zJTbIzKUmSJEmSlAvkaW5JkiRJkiRJMkCOTEqSJEmSJOUCRY5MSpIkSZIkSZJ+cmRSkiRJ\nkiQpF8gbcCSDxtV8ntcpsG2va562X7d43v8G75Swj/I6BbZq1XmdAi8To/K0/eXY5mn7AKbk/XpQ\nlLz9mVwh8v7gZaYyy+sUcDKxzusU8vy3sTucH52n7QNon9/P6xSkf4HsTEqSJEmSJOUCeTe3JEmS\nJEmSJBkgRyYlSZIkSZJywf+XayblyKQkSZIkSZL01uTIpCRJkiRJUi6Q10xKkiRJkiRJkgFyZFKS\nJEmSJCkXyF/AkSRJkiRJkiQD5MikJEmSJElSLtDKu7klSZIkSZIkST85MilJkiRJkpQL5DWT0lsx\nKV0R24kLsJuxBotmgcYVEgKbUTMwq14/y1umFX2xnbgATIzv97tUK8OnB3+m+dnf8RzQ3OhyFgXs\naHFhFjZFnDLNLz+4FeUGtTS6HgBzLy+cli7GecM6bL7saDA+/9TJuGzaiPOG9ThvWI9Vo4YAmHz0\nEfl//QXnDesoMOcPzMqUMap9D78yDN4zhZEnZ1G/XwuD8X7t6/HjqdlMvL6UL2cNwNzaAoCCxd3o\nuWI4I0/O4puNY/jQy8Oo9gF8/Cux5fBqDl3cRq9vvzaqTIkyHvx9YEW2702YMYrmbRsbrMO/hi/B\nJ7dy4dohBg7u9dbxLgWduf/sAhevB6e9rKwsqVuvRqZ5F68H8yTyKvkKOxpsy92vDIP2TGHYyVnU\nM2K95C/iRNtpfei+agT1B7TCxDzn339L+pVl9J5pTD75J437tTIYX6t9faaemscf11fSc9YgLKwt\nM71fro43o/dMw8TM+FysfMtTdOscPA4tx7HXFwbji8wfh8fRVXgEL8cjeDn2LT/OEuPYtwOuE741\nPgefCny05U/cD62gQK/2BuPd5o3D/cgq3A+twP3QCuxbZJNDn0AKjh+ks46q1Suz8+g6jl3eSd9B\nXQ22qSvexdWJ2Ut/4eilnWw7tJra9fwzlXNxdeLopZ0G6/f0K8eve2cyN2QRn3/T1mD8x+0/Yf7p\nJay8sY5Bf3yPZeq2kM8lP6NWjGHl9XX8cXQ+VRtWM1hXdlyrlaH5gUm0OfM7FXK4r257fia2b+yr\n37Xrt+7QoqPhfUhOhVy8RrM+IwnoHMSc1VsMxs9ZvYVG3X/g46+/Z+rCv0hOVgNwLvQWPq37ULdT\nEHU7BdGi76h3nqtknDzpTAohQoQQH+RF28YSQuT864S1LTYDfiLhrwVED/gC07JemJb3MVjMvEEL\nSE4i+ciezG9YWmHVeQDxi38DjdqoFMwcrKk5fyAXJq7hb5/+FPQvS6E6FYwq6zO5C5ZODpnmlenb\nlDK9mhhV/jVha0u+cWOInjuPZ5+3wbySN+a+vnrLmBYvztPWbXnWoiXPWrQkfvsOAPKNGE789h08\na9GK2MVLyD9lMsLKSm9dVvY2dJrzLdsnr2asfz+KV/OkVO2KOuM/qOhBQK/PmNtpIqN9e+FQqAA1\nOqd0ZttP70vIXwcZ7dubPTM20G3J0LSOpj72DnbMWPQz0yf8QYB3U3yrV6FGXT+9ZcqWL8XMJVOw\nsbXONF+lUjFsfBCfNs96MH+TQz57Fi6fwYQxv1LJM4AatapSt16Nt4r38i7H1k27KV+yZtorPj6B\n/XsPZ5rX4+tBnDp5joiHL/TmZmVvQ8c537Jj8mom+PfDvZonJfWsF5WpCV8vGsL1Q+dZP3QuxXzL\nULOr4c50Rtb2NvSeM5gNk1cyxL8XpauVw7O2l874ohWL06hXC6Z3GkeQbzfyFypAvc6N0t63sLEk\ncFx3lo+YhybZuL9Jlb0tbjNG8PzXxdwK+BKrqhWwrlFZbxmL0u7cDujErZoduFWzA1Hrd2d+v1wJ\nHHu0M6r91zkUnjGCF9MXczugI9a+xuTgwZ16nbhdqz23a7UnasMbOXiWoICeHOwd7Phj8VSmjptJ\nzYqN8avhQ60A/7eKH/3zUC6evYx/uU/4/psf+W3+JD74yA2AIh8WZt6K3yjo6qz389jY2zD4zx9Y\nOXkZPat1wbNaebxqV9IZX7xiCZr3/pyxnX6km09nHF2d+PSrpgD0mtiXm+dv8JV3IMsnLabPlP6Y\nWZjpbf9N5g7W1J03gDOT1rLWtz+F/MvgZuS+2v/nLli9sa9+165cu8k3Q0YTGxf3TuuNiollwIQ/\n6BfYnJ3zJnLy4jUOn7mkM37f8bPsO3GO1b8M4++ZP3Hpxh0WrE85Ply5dY/ApvXYv3gK+xdPYcPv\nP73TXN8FraLk+ut9kCedSUVRfBRFuW9svBCijhCiTi6m9E6YeVVF+/QR6lOHQaMhcdcGzPwD9JYR\nzq5YtviS+EW/ZXnPsm031Ncvogk9Z3QOhQO8iAl7Svj2UyhqDdcX7OKjFrp34K8Va1MLcztrYsOf\np82zL+GGvUchrs3dYXT7ABbV/NA8fEjioWDQaIhbtx6r+vV0xpsUKoT25UtITMw039S9GCrHAiTs\n3AVA4tFjKOpkTD7Q/z2kdF0vXoY95dLOELRqDYcX78D7M93LQJOsZknv6Ty4fJe4iBiuB1+kQBFn\nXEt9gJ2zA6fXBwNwZe8ZNElqnN0LG1wGter7E37vAbu3HkCt1rB8/hqatGqot0ynnl8wftjULPP9\na/sSFxvHto27symVWf2Pa3HvbjjbNu9GrVYzb84yWrbW/WVAX7xXpXKcPXPRYJs/jBzImFFTDMaV\nSl0vl1PXy9HFO/DSs17snB04umQXZzcc5vmdx1zeGULB4m4G28mofF1vnoc95ezOk2jUGvYt3k7V\nz3R3rjXJamb3nkrY5TvERsRwJfgCjkVc0t5vNSSQmyGhXDt22egcbGr5kBz+mJjdR0GtIWLZZuyb\n1NEZb1bEFc3zVygJidm+L8zNKDRhEFFbD7xFDkdScli+Cfsmdf9RDq4Tg4jepjuHOh/X4P69B+za\nug+1Ws2Suav4TM/fgK54G1trAj6pxdyZSwG4eC6UW9fvULZ8KQC+6tGecSOy/t28qVJAFZ6EPebE\njmNo1Bq2L9pCzWa1dMark9X80msSdy7dJiYimguHz+Gcui0c336U5ZOWkBAbz9Eth7G2s8bWwc5g\nDhkVCfAiOuwpYan76tAFuynWwvAIZ/E2NTG3tyImw746NyxZvYEh/Xu883qDT12iiKsT9atVwszU\nlPaNA9h28KTO+M0HjvN5g5rY29pgbWXJJzV8uHjjLgCXbtzFs0TRd56jlHP/ldPcdVJf7zWVowua\nu9fTprXPHqEqpL/jY9WxH0piApZtu2LZrjtY2wJg4l4K84CmCPv8WPcbhamX/lGt12zcnHh54U7a\ndEzYU+w8CuktY+3mSLlBLTk+YHam3xGNuvGAEwP/RJOUbFTbr5m4uJB8LX05aB4+wuRD3cvBrEwZ\nVAUK4PzXWlw2/439wAFgYgJaBWFpCRYpI4EqZ2dUdvZoX73S235+NyfCL6YvgxdhT3Hx0N0BfHjl\nHuEXb6dNlwnw5nbIVRStgrmVBWaW5gA4uBbAKp8tMc8j9S8AoJCbK5fPX02bvn/vAUU9PtRb5vs+\nP3I99FaW+Yf3H2fauFlG/car2weFuXAuvaNz7+59ipco9lbx3pUr8HW39ly5fYxjZ3bQqEnWyzCq\n16yKVqvl+NFTBnPL5+bEgwzr5WXYU5z1rJfIRy85tiTli4RTMVd82tbh/OZjBtvJqICbE/cyrNtn\nYU8oqKfN+1fuZoovH1CJGyGhQMqoZe0OH2Pn6EDPWYOoEKB7VCsjs8LOJFy+mTadfP8R5sWK6Iy3\nrFAKE6f8uB9YSvHjq3EZ2QdM0nfVToO+Jjb4FHEnzhvVPoBpIRcSLt9Im066/wizooZzKLZ/KR7H\n1mSfw6EQ4o7rzqGwmyuXzoemTYfdC6dY8Y/eKl4IgaNTAQCsbaz4sGgRnj9NGQkfM2wKJ46c1llv\nWs6Fnbl9Mf3v60nYYwq76/5ycvfKHW5dTF9vlQKqEHoy5W9l/9q9afMrB/jw+N4jXj19aTCHjGzc\nHHmRYV8dHfYUB3f9+2qbwo54fduS4AFzIJdHpCaMCKKEh+59x9t69PwlZT3St4Mirk7cffBYZ7xK\nCF5GRqdNX7tzH6d89gBcunGH6UvWUzNwIJ/3H82ZKzd0VZNnlH/h3/vAqM6kEGKREKK7EGKqEOKZ\nEOIjIUR+IcRyIcQjIcRNIcRnGeKbCSHuCCFuCyHmCCFuCCEcM7x/VwhR9I02goQQYan1LxFCmAoh\nKgkhHgNBQJAQ4rEQYnyGMj2FELeEEE+EEH8IIVSp8+sIIQ6k5nFJCDHciDKeQoiTQohwIcTEt1qa\nQqDExaZPJyQgUjuH2TEpVgozbz+Sjuwmaf9WVB8Uw2bgGAAsWnyJ9tF9kvZuRh16Duu+wzEp6204\nB5UgOSr9tIQ6LhFzB2s9BcBvWg8uTFhN3MOc7Qx156BCGxOTNqkkJKCy1b0cFI2G2BUreda2Hc/a\nB2JWujRWDRuivnsX9b17FJg8CZsO7Snwy1SSzp9D++yZ3uaFEMRnWAZJcYlY2ulfBq/5tK6DmYUZ\n5zYd5cmNcJ7eekjXxUOo2+szeiz/gdsnQol8bHg5qVQqoqPSl0F8XDz2ORy5eBsqlSAyMiptOi4u\nHnsH+7eKv3PrHn26fUdZ92oE9R/Fb7MmYGefeT1269mRubOXGJVbduvFyoj14uHvSa+/fiIxNoFb\nx68Y1VZ6myriotL/JhPjErG2szGqbPXWdTGzMOfkpsMANO3fmse3HnJw+S6uHrtE998HUtq/nBFJ\nqNBm2Ba08QmY2Ov/e3g5by2363fm9iddsCxfEofU6xWtqlbA2rc8z6ctNuozpKcg0EanLwfFUA5q\nDa/mreHOx5250/BrLMuVwr5Fg5QcfCtg5VOBF7/qz0GlUhGVoRMQH5eg929AV3xsTBzbN+1h7vJf\n6db3S5ZtmENkRBSnTxrfmYaUZRD75rZgb9y2ENCmPmYWZhzedCjTfHMLcwKHdGLV1OU5yuV1PklZ\n9tX686nxa3dOT1jz7vbVegghcqVerVaLnU36pUpWlhZEx8brjP8swJ8F63cyc/nf/Pj7EtbvPkzT\nutVQazRUKOXOb8P6ErxsGp2af8zQX+aj0WhzJe+3JU9zZzUMeASUB+4DvwK3gQ+AdsAiIcTrvdNs\n4DOgGdBYUZQSiqLovKBKCJEfmAzUBgoDaqCCoihnFEVxBaYAUxRFcVUU5YfUMnWB3kBVwAOoCGS8\nqrwU0B1oDfxiRJmlwGpFUYoACXpy7S6EOCWEOLXoxoNM7ykxUQjrDDsDC0vQ6t6wTUp6or4VSuKa\n+ajPHSf+jwmYlq6AsLXHtEQ5ElbMRn0qmKQ9f5MUvAuzKrpPz72W9CoGM/v0A7SplTmKRvfGVqpr\nQ+KfRnBvY85GfPTRRkZl6jwKCwu9yyHx4EHiVq8BjQYlOpr4HTuwqJpyjeWrb4NIOHgIEzc3TD/6\nkJhFhg+icRExWGVYBuZWFih62n/N2b0QTYa2Z8XAWWhTd0hzAsdzcfsJnD4qiIuHG7unrzNYD0DE\nq8hMHS9LK0s0Go1RZf+Jly8jcMjQebQ20K6++B++G8upkJRLLI4En+DWrbv4VauSFuvs7IiPXyW2\nb9mLMd5cL2ZWFmiNWC+3jl5mvF9vIh+95NMhhm9eySg2IjpTh8HcytyoNgu6F6bV0EDmD5yRti0U\nr1KKteMWc2bHCQ4s3cnRvw7g/UlVg3VpIqJQZdgWVJYWKHoOeDE7D/Nq4XpQa9BGxhC1YTc2Naug\nsrHG9cd+PPp+Ckpyzs4WaCKiUGXoRAtLSxQ920XMrsO8WpSeQ+TG3djUqIzKxpqCP37D4+8nG8zh\n1auITJ3HlL8B3Z9bX/ygXsNZMm8VLq7OlKtYhhmT5xr8zFk+06tobDJsCxZGbn+F3d0IHNqZGQOm\npW0Lr331YzfCrt/j8N+HdJTWLfFVDOZZ9tW68ynb9RPinkRw5+93t6/OC/nsbDN1HhMSkzBR6e6K\n1PapwJwfB6DWaFJuuClfisqeJTA1MWFs/68oVsQVgKZ1q5GQmMTt8Ee5/hmkrHLSmdyjKMoURVEe\nK4qiBRoDPYFwYAtgBrinxiYBFqkvY0QCZ4BpQGdglKIoZwyUaZza3iXgJlCalI7ua+ZAe0VRQhVF\nidNXRghhB3gD81Ljsl7AmEpRlD8VRamiKEqVziUynyJRX7+MSan0C6hNPEqjff5E9yfQaNA+Sx/e\nV5KTUDQalIR4FK0G7fMMQ/9JiShxMdlUktmzkOu4+JVOm3b0Lp7pOsg3ffBZVVxrl6f5uZk0PzcT\n68KONNg+BrdP9F+cr0/ypYuYV0y/scKsbBk0j3UvB8uAAFT58qVNq5ydUbQpBzolLo64devRvnhB\nQvBhks9fMNj+nVPXcK+avgw+9CrOqwf6ry+ysrfhq7mD2DZ5FQ8upZ96SoyJ5/CinUQ9jeDSrhBu\nn7yqp5Z0Z06ep0q19JHkipU8eRiu+1TOuxJy/Cx+/ukdvkpVKhJ+/2GO4+3sbWnzRea7SwsXLpip\nY9q81afs3r4ftdq4G1HunbpGsTfWS4Se9ZKvsCNFq6RcF6dJ1nB+yzFcS+u/VOBNN09do0TV9CcA\nuHuV4MUD/SPb1vY29Jn7HRsmryTsUvopb41aw/P76WWTEpKIzzDSpUv82StYVUkfwbSsWJrkh7r/\nHuw+rY1JgfSbK0xdnVA0Gqx8ymHilJ8P5o/DI3g5Lj/0xK5RLT5YNtlwDmeuYF0lffdoVbEU6odP\njc7BrKATaLVpORSZPx73QytwTs2hyNKs18yePnEenwx/A16Vy/Hwvu4Dvb745GQ1a5Zt5HroTUIv\nX+fvv7YZ/MxvunoqlLK+nmnTJbxK8tzAtmBjb8P3c4ex4uel3L6U+RKUTzo2oqyvJ7MG6zxc6PUk\n5DquGfbVTt4eeq+DLNq0Km61y9P27O+0Pfs71oUdabJtNB80MO5yi/eFVxkPTl9OvwzqwvU7FHIp\nYLDMVy0/4dmrSL7tlPJEhicvXrH7aPrlDfGJiUTFxOntmOYFeZo7q+Bs5n2cOlroSsoI5esLXkKA\n5cAyoJuhilM7p37AdMANOC2EqG5ETvMytO8GjM3w3kVFUbK7uC27Mq+Xw+uvhW81hKQNv4MSG41l\nu+6YlPXGslkgyUd1j9qoL55KGYl0TrlOxuLTNmhuXAJ1MupzJzCvlXKxunB0waxqHdSXzxrMIfLq\nfRIjYvAa/gUFa3jiOaA599Yf0Rm/57Of2FC+Fxu9+rDRqw9xD1+wq9EIHuw0fA2Szs91+w7a6Chs\ne/bAvFIlbL/sSPzuPTrjzcqWwbZrF4SVFaYlS2LVqBEJ+w+kvS8cHLBu9hnRf/xhVPuPr90nLiKW\nxkPaU9zfk/p9m3Nmo+5loDI1ocvC77hx5DInVu7L8r5NATuqdajPlvHZP7InOzdCbxEZEUXQyH74\n1fSh58Cv2bIuZzcyvY3QK9eJeBXJiNFB1Kztx4CgnqxbsznH8fFxCQwb9S216vpjZWVJn/5dUBQ4\ncTz9O17DxvXYtze73UL2Hl+7T3xELI2GtMfD35OAvs05q2e9WNhY0WleEE7FXBEqQYXGftw7fV1n\nfHYeXAsjNiKGVkMCKe1fjsZ9W3Fio+6cTUxN6LdwKFePXCR4ZeZt9uL+M9Rok3JDXYHCTvg08Sf0\nqOEblJKu30UbGY1z0NdY+3nh2LMd0Zv364y3rFAKpwGdENaWWHgWx6HFx0TvCCb2wElu+nyedof3\n0/Gzid5+iPuBgw3ncOMumshonIK6YOXnRYGeXxC1RX8Ojv1TcyhbHPsWHxO9/RCxB05yy7dV2h3e\nz1JzCO8YlKWO66E3iXwVxfej+uNf05c+33bl73XbdbZpKN7c3Iw+33Zl3PCpRl0//Kawa/eIiYwm\ncGhnylevQKt+bTi08aDOeBNTE35YNJKLR8+zZ2Xmxw5Vqe9L2287MLHrWOJjdJ+i1SfiajiJETFU\nHtaOQjU8qdi/Obc3HNUZv63ZaFZV6M1q776s9u5L3MMXbPl0JPd3GRp3eb+ULFoEB1sbfln0F8fP\nhzJ3zVYa1zY8wr9w/U4CqnpRNvU6WlMTE8b+sZzQ22HExiUwfckGPD4sTFG3grn9EaRs/JMu/Dag\njxDCRAjhQcqp78JCiA+BokA5RVFKK4qie++RSghRHLgAnANGA+eBjM/UeUbqqKcQ4vWtlduAlkII\nNyGEKfAX0N+InLOUSe10XgY6pcb1NpSzLnHTRyEcCmDVvieJezaRfHQPZlXrYP3Nj1litU8eEL94\nBjbfjsFu1npMy1Um7s+fAYhf9jsinyN2v63GdvQsEndvNPqu7sNdfsXSJR/eozpwY/Fu7q4/woef\n+VFj3oC3/Vg5FjF8JCaOjtj16U3cxr9J2L0by4C65Bs7OktszIKFqArkx3njevKNHE7skiUkHkw/\nbWT7dWfitm1HE/4gS1ldFvf8BXuXfDQdHsjRZbs5s/EwFZv40Wn2wCyxpet4UbRySSo29mNkyB+M\nDPkjU1yDAZ8TsvYgz+/mbGTxm6++x7mgI9/91J+Vi9ax+a8dNGpWn98WTspRPTn1VWA/ChZ05sex\n37No/krWrdlMs5aNWLAs+xGU7OLVajW9ugYx/ufhXLgWTN16Nfji827ExqSMxFlaWlDF15sTx3J2\nIFuSul6aDA/k2LLdnN14mApN/OiYzXp5ciOcLWOX0mXpD/xwbCbJcYns/vWvHC+PP3pOwcElP22G\nd+LAsp2c2BhMlSb+9JqdtQNUro43xSuXokpjf6aEzGVKyNy0uFU/LcTBJR+TT8xh2KaJ7Fu83ei7\nuh/0G4uJcwGcv+9KxMqtRG3ej12jWhT+bXiW2BczlmHimI/ih1dSeMr3vPhjJTG7dHe6jfXwmzGY\nOhfA+btuRKzcQvTmfdg2qkWh30Zkm4OpY348gldRaMoQXsxemXIneA716hyEc0Enho4eyLIFa/h7\n7TYaN2/ArEXZ3/2fXfxrnbp/wYWzlzl59O07T5N7TCC/S36+HPY1O5duI3jDAfyb1GDwnKFZYr3r\nVKZU5TJUa1yDuSGLmRuyOC2uzcAvsLC2YPSaCWnvlapcOksdhuzvOh3rgvnwGdmeq4v3cHv9EYp+\nVpW6cw0dyv7bpg3txfNXkUxduJa2jerQpI4fO4JDGDgh+wGDx89esmHPEfp/mf5sWsd89vzQoz39\nx83kk25DePj0Bb/+0BvVezYy+f/lmklhzDc8IcQi4ICiKIsyzCsAzAJqAXGknJpeLlKu2j0HFAIS\nSTkNPkFRlE0Zyt4F6iiKcjfDvGGkdOLMUsu3VxTleep79sA6oAIQpyhKsdT5fYBBgCWwE+ipKEpi\n6mOEflQUpU42n0VXGW9gfmreG4BeiqLovQI5smO9PF+L2/a65mn7dYsb38HLLVPC9N8B+W/YGpf1\nLux/28vEKMNBuahzfiNuEMtlLzHulHtuCrI0fDlKbnqbR+S+a42e6T6F/m/xttF9t/q/pYla981v\n/4YO57N+ef+3aZ8b/RTAXGNRunbu3E1kBA+nSrn+B3nr+Zk8+3yvGfUTDoqidM5m3ktSbrx5U1Mg\nRFGUrql3Sn8B/AhsylC2aDb1jQPG6Wg/CsjyxGZFGBXh3gAAIABJREFUUWYCM7OZfwAdjxLSU+Ys\nkPHik7cenZQkSZIkSXpfrmnMbbnx29yngX5CiNdDVs9JuRNckiRJkiRJ+h/zzjuTiqI8IJtRREmS\nJEmSpP9PUu4v/t/3fl2pKkmSJEmSJP2n5MZpbkmSJEmSpP/3tP9PrpmUI5OSJEmSJEnSW5Mjk5Ik\nSZIkSbngbR6w/18kRyYlSZIkSZKktyZHJiVJkiRJknKBvGZSkiRJkiRJkgyQI5OSJEmSJEm54P/L\nNZOyM/kPqCPy/neANeTtT3ImxuT9JpRE3j8UNio5Nq9TwFRlkqftL444l6ftA3yZzyuvU8CpRFye\nti/eg/NNJs/zPgnL9+Dw1vLTvP2N8vfhd7FVTh/kdQrSvyDv/9okSZIkSZL+B2n/n4xM5v3XR0mS\nJEmSJOk/S45MSpIkSZIk5QJF3s0tSZIkSZIkSfrJkUlJkiRJkqRcIO/mliRJkiRJkt6afGi5JEmS\nJEmSJBkgRyYlSZIkSZJywf+X09xyZFKSJEmSJEl6a3JkUpIkSZIkKRfIh5ZLb8W0nBcOs5aQf/F6\nrNp+aVwhIbCfPAvzug0yzbZo1Ay7MVOxHToG01Jljc6hYLUyND04iVZnf6f8gOZGl7MoYMfnF2Zi\nU8Qp0/wKg1tRYVBLo+sBsKhckcLr5uO2czUOXTsYjHeZOZEie/+iyK41FNm1BpvPPgGg8PqFafOK\n7FrDB0e24NAt0GB9xf3K8sOeXxhzcjaf9DOcu3/7+ow79Se/XF/O17MGYm5tAYC9S376r/2JsSFz\nGLprCiWrl9dbT7XqPhw4vokzoQcYENTTYLuG4suWK8XpK/vJl88hbV7T5p9w9OwOzl8/xNwlv5I/\nv0OmMrmdQ516NTh79WCm14NXl3ErUggA/xo+HDqxhfNXDzFwcC+D7RuKL1uuFOdCD2ZaBgAFXZ05\nF3rQYP1vcvcrw6A9Uxh+chb1+rUwGJ+/iBPtpvWhx6oRfDygFSbmOf8O/j7sF0zLeeHw+xLyLVyP\nZZsc5PDzLMzrvJFDw2bYjZ6K7ZAxmJQ0PoeMfP0rs/3IWg5f2kHvb7sYVaZkGQ82H1z1Vu0BlPHz\nZNLe3/g9ZD7Nv2ltMD6gfQNmnl7Iohur+eaPwVhYW6a9Vy/wE4YsH0X/Od/h4V3S6BxMSlbAZvQ8\nbCevxLyx4X0jAEJgPXQ6Zn710mbZjJmP7ZRVaS+73zdh3sS4+kIuXqNZn5EEdA5izuotBuPnrN5C\no+4/8PHX3zN14V8kJ6f8lPC50Fv4tO5D3U5B1O0URIu+o4z7PDlw/dYdWnQ0vB+R8pbsTL5DwsYW\nu2FjiV86l1dft8asvDdmlXwNlrNs2gqSk0javyttnkXAJ1jUCiB29q8kHd6P3ahJYGFhsC5zB2tq\nzR/AuYlrWe/Tn4L+ZShUp4JR+Ved3AVLp8wHbM++TfHs1dio8q+p7Gxxnvojr2Yu5EHj9lj6eGHp\n76M/71IePGjcgfAGbQhv0IbYTTsBeNjyq7R54Y3aoXn8lLg9h/TWZWVvQ9c5g9gyeRWj/PtQopon\nZWpX1Bn/YUUPPu7VjD86TWC4bw/yFXKkdudGADQfFsipjcEM9+nB2pEL+HrWAEzMsv8NbAcHe+Yt\nm86ksb/hW74+/jV9qVOvhs52DcWrVCqm/DaaSWOnExERmVZm1NjvaN4wEO/SdYh4FUnQD/3+1RwO\n7D2Md+naaa/eXYI4ffIcD8If4eBgz4JlM5g4djqVywVQvaYvdQ20ry9epVIxbcZYJo79Na19gA8/\ncmPZmtm4FnLRWXd2rOxt+HLOt+ycvJrx/v3wqOZJST3bhsrUhK8XDeH6ofOsGzqXYr5lqNU1Z38P\n78N+QdjYYjt0LHHL5hLRNTUHb8M5WDRphZKURNKB9BzM636Cec0AYuf8StKR/diNnATmhnPIyN7B\njpmLJzNt/CzqeDWmao0q1AyoprdM2Qql+GPJVGxsrXPU1mvW9jYM+PN71k5eTv9q3SlTrRwVanvr\njHevWJwmvVswudMY+vp0oYCrI598lbLua7aqg1/TGiweMZcTW44weNEwzC3NjUjCFuveo0jcsJCY\nIYGYlq6IiWcVg8XMA5pDchLJx/emzYsd0YWYoHYpr+/ao335DPXpYIN1RcXEMmDCH/QLbM7OeRM5\nefEah89c0hm/7/hZ9p04x+pfhvH3zJ+4dOMOC9bvAODKrXsENq3H/sVT2L94Cht+/8nwMsiBK9du\n8s2Q0cTG5e3v3f8TiqLk+ut9IDuTGQghmgshvN62vFkVP7SPH5J0LBg0GhK2rMeidn29ZVQFXbH6\nojOxf0zL/IaJCTEzJqN9cJ+k4H2gKKjyOxrMoXCAFzFhT7m//RSKWsO1Bbsp1kL/ThrAvU1NzO2s\niAl/njbPoURh7D0KETp3h8HyGVnV8EX94BHx+w6DWkPUqo3YNAzQGW/qVgjNi1coCYl667Vt1ojE\nC1dIvhOmN86zrjcvwp5yYedJtGoNhxbvoPJnujs0mmQ1C3pPI/zyHeIiYrgafIECRZwBKFz6I26d\nCAXg5vErmFtaYKnjYBbQoCZhd8PZvmUParWaBX8up8Xnn+ps11B8j76dSUxMYs2KjWnzPir2AY8f\nP+Ppk+dotVqOHj5JkQ8K/as5vGnIyP6M++kXAOo1qMW9u+Fs27wbtVrN/D+X07J1E51lDcX36vsV\nCQmJrFq+IVO5br2+ZNQPE3XWq0vpul68DHvKpZ0haNUajizegfdn/jrj7ZwdOLZkF2c2HOb5ncdc\n2hmCS3G3HLX5PuwXXueQfDw1h63rMTeUg4srVu06Ezsnaw6xM9/IoYDhHDKqXb869+89YNfW/ajV\nGpbNW03Tlg31lvmqRwfGDpuao3Yy8gqozNOwJ5zacQKNWsPuRduo1qymznh1spoZvaZw99JtYiJi\nuHT4PE6p+wWVqQnzh8zi0e2HHN98BEWBfC75DeZgWt4X7fPHqM8eAY2GpH1/Y1a1rt4ywskVi6aB\nJCyfoTPGrHpDNLcuo32kf98IEHzqEkVcnahfrRJmpqa0bxzAtoMndcZvPnCczxvUxN7WBmsrSz6p\n4cPFG3cBuHTjLp4lihps820tWb2BIf175Fr90rsjO5OZNQfeujOpci6I+ub1tGnN44eo3D7QW8am\nR3+UhHisO/XA+queCBtbABJ3b0P7MBxMzbBs1hrNw3C0jx8azMHGzZGXF+6kTUeHPcXeo5CeEmDt\n5kiFQS05OmAOZPiWE3njIccG/ok2SW2w3YxMXAuSFHojbVod/gizj4rojDf3LIWJY37ctq+kyL71\nFBjyDZi8sWkKgX2nNkQuXGmw/fxuToRdvJ02/TzsKS56lsGDK/e4nyHeM6ASt0OuAnD/0m38O9TH\n3NqCmh0b8CD0HrGvorOtx61IIS6cu5I2HXYvHPfixXS2qy++cJFCDPq+NwDzl/3G520/A+D2rbsU\ndf8Q32qVyJfPgXYdWrJvd7BRdb6rHDLyr+GLVqtw4ujpDPVdTnv/3t37eBQvaqD97OPdihRi0JA+\nACxcPoPW7ZqlxY0YMoGjh0N01qtLPjcnHlxM//t4GfYUZ4/COuMjH73k6JKUUTmnYq74tq3D+c3H\nctTm+7BfUDkVRH0rPQft44eYGMjBunt/SIjH+sseWHVOzyFpT3oOFp+1RmtkDhkVLuLK5fOhadP3\n7z2gWPGP9JYZ3Gck10Nv5qidjBwLO3Hn4q206adhTyjkrnvdh125myneK6Ay106m5Hxw9V4e33mE\nqbkpDbs04fGdhzwNe2IwB1UBFzT30veN2mePMCmofz1YftEbJSkBi5ZdsPi8G1jbZg4QAouGrUna\nsdpg+wCPnr+krEf6si7i6sTdB4915ywELyPT93nX7tzHKZ89AJdu3GH6kvXUDBzI5/1Hc+bKDV3V\nvJUJI4Io4aF7//VfoEXJ9df74H+2MymEaCKEuCKEeCaE2CKEcBZCLBJCDBFC7BNCvBBCbBdCWAgh\nmgkhHgNtgelCiMdCiBxfpCFUAiU2Jm1aSUxAZWOrM96kRGnMffxJ2r+LhJ2bMfnIHbvh4zPF2A35\nCeuvepKwznAn6nUOSVHppwTUcYmYO9joLeM/rTvnJqwh7uFLo9owSCXQRmdYDgkJqOx0Lwc0GiIX\nreZB00AeNu+EuWcpbJt+kinEqnY1ku+Gow57YLB5IQTxGZZBUlwCVnb6l8Frfq3rYGZhxulNRwDY\nN2czlZr403PhEBoNaM2WKbqv11KpVERFpe9042LjcXCwe6v4Pv27EBUVw6J5K9m5dR8jxgTRtkML\nYqJjWTxvJb/8Po6la2fjkM+e9Wu3GFXnu8ohoy49A5k/e2nm+v6vvfMOj6rM/vjnJKGEjlJEEJCi\nIkhTBCyI7oqKCqirghU7Kj8Fu6CirG1VEFzsBcSCq6iou7BgAwWUYkFBBBFQmoBKR1pyfn+8N2Qy\nySSBZd53JOfzPPMwd3Iz58tk7r3vPXVd3verVLlS4fYT7N/7+svZsH4jw597lf/+50MG/P1melyw\na7m78eT/bmwls2LRYdNGRzXlmtH3sHXTFn78/Lsi989jMwXOC8Rr2LJl5+KwQA2NnIatEyewNdJQ\noX9eDRVuvYdyPXvxx9vF1BCDpKWxfl2uns2b/6BiId/TPYGkCZvXb9q5vXXzFspXKt55ocM5J1Cq\nTCk+ezdvGPm6J26mR7+L+c9TiT33eUUIujnvd4FyiTWk1T+IUs3bsf2zD9n+6VjSa9en3LV5Q8kZ\nLdqT9ctSslcWfW4EyM7OpmL5zJ3bmWXLsGHTHwn373LCUbzw1ngef+Ud7h42krfen8zpx7dnR1YW\nzQ9uwGP9e/Ppy49ycbcTuX3w82RlZRdLR3EQkT32XkZy2SuruUWkMTASOB6YAzwNDIx+fAPQGZgN\nzABOUdUxwDsiMgKYqKojCnnvK4ErAQYd1piL6+V6vLLXryej+n65+5Ypg2YnPrBKNWnG9nnfsXnk\nswDsmPcd+7zyLlKpMrre5YdtuLcf6Y0PodLfB7Hjmrlk//5rwvcD2LpmY54CmozM0mQXcnAfcvlJ\n/LFqLYvH7Jq3pTCy164no1bNndtStvDPYfOHuSfo7PUb2PjeeMoe1YaNY8btfL3CGZ3Z9G7xwu2b\n1m6gau3cz6B0ZuH2c6jRoBZdbj+fJy+6n+ysbESEix+7jiFn3cWvP6+kYvXK3PTO/fyzx0B+/Sm/\nF2LN72upXSfX05FZrmyhJ9bC9m/TthVDHn6Sd94cC8A+1arS+fS/8uOCxbRsfRgd2pxKdnY2555/\nBs++OITuZ1zuTcO/opBzter70qZtK67qeUOe96tzQN73y87KKtR+ov3btGvF4IeeYExkf99996Hz\naScy6uW3Er5fUWxeuzHPd6NUZhmyi/HdWDB1Dve1u4ZzB11D59t68M6AEcW2mQrnBd2wnrQ4DRSi\nIaNJM3bM/44/XsrVUPXld5GKldENTsPG+/qR3ugQKg4cxLr5c9EiNMSy9vd11K6Tqyczs/DvyZ5g\n45oNVKtdfed26WL+7Ws12J8et1/EPy4cmO9cOvjyB2jQvBG3vTKAH7/+gTUrC78h103rSds35txY\nuoi/Q8OmZC38nq1vvwBA1sK5VHx0NFKhErpxPQCljj2Z7VMmJHyPeKpUrMCK1bk6t2zdRnpaYr/S\ncW2a8/TdfZg0Y5YruDnsYA5v2hiAe6+/ZOd+px/fnkdeeIOFS1fQuN6upYLszaRKTmOy2Vs9k52A\nT1V1lqruUNXLVDXH0zhcVWeq6hbgS6DKrryxqj6jqkeo6hGxC0mAHXNnU6pZbrFLxkGHkr26kNBH\nVhbZq3LDC7ptG5q1A928mVJtj4YyrnIw64fvyV65grQ6hYdDAFbPmE+Ndofs3K7WqiGbliY+ydfr\n0pZaxx3GWV8P46yvh1Fu/305ZdxA6pzUukhbidg6aw5lW+VWPZdp1oSsFYk/h3KdOpJWNffPkFGj\nep4TbFrlSpRp0ZQ/Jk8rlv2FM+fRqG2Tndv1Wjbi92WrC/2dzErlueLZm/n3w6+xZLYLg1aoVokq\n++/Lr1H4asPqdaxbtYa6zRsW+B4zpn1Fu6MO37nd6vDmLF2aOPxX2P47duxgSYwXdsuWraxbt4G2\n7Q9nwQ8Ld14Ev5gxizbtWhfrPfeUhhy6nnkK7/93Ijt25KZBTJ/2Je2Oyi0oaH14C5YuSWy/sP2z\ndmTF2d/CunXrE75XcVg8cx4Hts09Puq2bMSaZYmPjyr770v9Iw52erZnMevfn1HrkLq7ZDMVzgs7\n5s6mVNO8GrJWFa4hK1bD9kjDH5spdWSMhgVOQ1Eh83i+nP41bdrnfm9btG7G8qUrduk9dpX5M7/n\nkCNzK88btmzMr0WcF8pVKk/fZ2/j9YdeYfHs3FSY1ie2oUymKzpa+M0CVi9ZRa1C0iVyyFowh/TG\nuefG9AaHoL+tSri/ZmeR/Vv83yEL3eI8iVK+IhkNm7Lj2+KdGwFaNmnIF3NyUx6+mb+IWjX2KfJ3\nLjnzJFavWccNF58FwMrf1vB+lN4C8MfWrazfuLnQhamx97K3/tUFchMJRKSuiJwXbc6L2W+P3jJk\n/bSQ7A0bKNezFxnNW5N57oVsnfh+wv23fTmdUk1bkFbTLUozzziXHXNnw47tlDnur5S/pBeIkF6/\nIWk19iPrx6LzUdZ+v5RtazfS6o7u7HdMU5r16cbit6Ym3H98l4GMPuwa3mzZmzdb9mbz8t8Yd8pd\nLB3/5a5/ABHbFywia/0Gqlx/BWWPbEXly89n07gPE+5f5rAmVLn2EiSzLKWbNKZCl5PYPCG35Uvm\nMW3Z9s136NZtxbK/Yt4SNq/dSJfbzuego5pxUu8zmTlmcsL90zLS6TX8VuZPmc3UUTHVkr9vAFWO\nuaATNRrUov25J1Dn0ANZMW9Jge/z/Xc/sHbtOvrfcyPHdGjL9TddxdtvJG67Udj+H074hL9170pG\nRgZVq1am+/lnMHnS5yz68SdOPLkjRxzZkiZND+Lm23szN+bC4ENDDid1PoGJH07O/35r1nHnPTdx\nTId29L25F28WZT/B/h9MmMTZO+1XofsFZzH5k88Tvldx+GXeEjav3UTn286j0VFN+Uvvbnw1ZkrC\n/cuUz6TnczdR7cD9kDSh+antWPzF/IT7F0QqnBeyflpI9sYNZF7sNJQ950K2TUqsYftX0yl1aIyG\nbrkaSh/3V8r1jNOwcNdy5ebP/ZG1a9Zx813X0f7YNlx9w2W8O3rXCv12laXzfmbjuo10v/1Cmh59\nGN3+72ymjkncGSI9I52bRvRnztRv+XhU3s/qqK4d6N7vIkSEuk3qU61OdRbPXpTgnXLJXrYY3bSe\nMmddTvohLSlz6nlsn/ZRwv2z5swkvfFhSDXnxS3T6WyyFsyBHdsByGjelh0L58L24p0bAQ6qX4fK\nFcozeMRoPp81l2df/w+nHte2yN8b/tZ4TmjbkkOj3NaM9HTuffIV5i78mU2btzB05Ns0rLs/9WvX\nLOKdShbZqkl/pAJ762JyPNBBRA4Tl3RxA5DTz6OwuMZqoAGAiOxaz5GIDfffSdo++1L+smvYMnYM\n2ya+T+ljjqfC7X/Pt2/2imVsenoIFe+8n6qvvEOplkewccgDAGx6eihpNWpSdeTbVLihPxseuCtP\nzlNhTLpsKJk1qtB6wHnMf/EDFr01hXpd2tLhuet357+0W6y+6W7Sq+1D1b5XseH1d9k09kPKdepI\n9Ufy9yFb+9SLpO9TlTofvEG1+/qx9rmX2fxRbui7bNvWbPk6ceuKgniu1yAq16hCtzsuZPLLE5g5\nZjKtTmvPZU/dmG/fQzu25MDDD6bVqe25d8bT3DvjaS576kays7IZ8X+PccwFJ3LruIc49aZzeWvg\ni6yYX/BiEuDyC/tQs2Y17rr3Fl58/jXeev3fdDnjZJ4dOaTY+wP8c/Az/P7bGj77+r98OnMs06Z+\nweuvjmHse+8z7r0PeHbkUMZ+9Dp16tbmht79vWoAKFu2DIcf2ZLpn+e/6bj0wuuosV917r7vFkY8\nN4o3X3+PrmecwvMvPVag/YL2Bxg66Gl+/30N076ewJQvxvH51Jn5qrp3h5G9BlOxRhVOu+MCPnv5\nfb4aM5kWp7Xjwqf65tt35Q9Lee/el7j8pX70/+xxtm3eyvtDRu+yzVQ4L2x84E7Squ5LuUuuYeu4\nMWybFGm4LYGGZ4ZQof/9VHnpHTJaHsGmoU7D5meGkla9JlVGvE35vv3Z+I/ia4il9yW3UKNmNW4b\n2IdXh4/m3dHj6NztRIYNf2iX36u4DL3qIarUqMp5/XvywUv/Zcrbn9D2tKO5/ulb8u3bomNrDjr8\nENqeehTDZjzPsBnP79xv5IDnqFa7OsNmvkCvR6/jsasfzpOPWRh/PDkQqbwPZc+5im0T32P7tA/J\nOOI4Mq++K9++2auWs2XU45TrPZAKg98g/dDW/DHikZ0/T2/SiqwFu3ZuBHj09qv5dc06Bg1/g3NP\n6chpHdvx309n0PeBJwvc/5fVv/P2B1O4/qLcnOl9q1Si31Xncf19j3PSFbexfNVvDOl3DWnmmSyR\nyN4azxeRrsCDuDD2NOAK4GFiciLjcyRFpC7wOm5B+Z2qdizMxm+nHxf8wxv3xa6Fl/Y0x+6XuArQ\nF4N+37W2JMngzXW7fkLf28jSPZd4v7tcVGW3mzHsMW49bNcqm/c0kgLX8nZTi7ewSiZHltu1dIRk\n8ESnXV9k70nK3Ni/6J2STFq1sNcogFLVGgSr5Clfrn7S1wmbNi8OXqm0VxbgAKjqO8A7cS/3jNsn\nfvtnoF1ShRmGYRiGYexF7LWLScMwDMMwjJCkSk5jskmBgIhhGIZhGIbxZ8U8k4ZhGIZhGElgb61L\nicc8k4ZhGIZhGMZuY55JwzAMwzCMJKApMjs72dhi0jAMwzAMIwlYmNswDMMwDMMwisA8k4ZhGIZh\nGEnAPJOGYRiGYRiGUQTmmTQMwzAMw0gCJcMvaZ5JwzAMwzAM439ASko8P1URkStV9ZmSat80pI6G\n0PZNQ+poCG3fNKSOhtD2U0WDUTjmmQzPlSXcPpiGHEJrCG0fTEMOoTWEtg+mIYfQGkLbh9TQYBSC\nLSYNwzAMwzCM3cYWk4ZhGIZhGMZuY4vJ8ITOAwltH0xDDqE1hLYPpiGH0BpC2wfTkENoDaHtQ2po\nMArBCnAMwzAMwzCM3cY8k4ZhGIZhGMZuY4tJwzAMwzAMY7exxaRhGIZhGIax29g4RaPEIiKlgFOA\nKrGvq+rIMIr8IyJvAy8D76nqtkAaugJjVXV7CPvxRN+LSqr6m2e7pYGDgSzgB9+fh4hkANcCHSIN\nk4CnVDXLo4ZjgI7EOTpUdWASbQ6niKl3qnppsuwbxt6AeSZLKCJylYisEZGs6JEtIj4vGk+JSHlf\n9hIwBrgXOAE4Pnp09ClARL4WkZtEZH+fdmMYB1wFLBOR50Tk+AAabgWWR9+JY3wbF5EX417KBL7x\nrOE44CfgA2AisEhEjvapAXgSODvSMAk4H3jcs4Z3cDd3EvdIJhNx/99JQDZwOPAt8DXQHCidZPtG\nAYjIVXHb1UXko1B6jMKxau4SioisBrqq6tRA9qcBV6nq1yHsRxp+BfYP5ZGLNHQC/gacDswBXgFG\nq+oGzzr2AboBlwJ1gVeBoaq6wpP9OsCZuM+iNjAKeEVV53qwvVxV9497bYWq1kq27Rh73wG3qup7\n0fYZwH2qeqhHDSuA+qq6NdrOBBZ6/hxexXlDP/FlM87+t0B7Vd0YbVcAvlTVgzzYvqiofZIdNRGR\nbIr20qYnU0OMloKOy19UdT8f9o1dw8LcARGRzqo6Nma7OvCwqvb0YH4N8JUHO4noAwwWkUtU9adA\nGmYBTQn4OajqBGCCiKThvKJ3AsNE5D3cYuLbZGuIPMQn4xaTTYH3gY3AeJxnJumo6lIReRpYClwH\n3AScIyITVLV3MmxG4fVuQGUReSHmRwfivFU+qZCzkARQ1bdFZIhnDYuAA4AF0XZdYL5nDeWAiSKS\ns6ARQH0tYICqwL647z84L6mvCEpRUQEFkrqYVNWd0UoReQDYAjyG89heg7vRSyoi0hxoBWTGLbAb\n4L6jRgpinsmAJLjzWqWqNTzY7gpcAtyiqr4vGIjIItyJuyywnNyLRoMk2409OdUC+gLDgXm4E6b3\nnEkRaQicC3THXbxew4VZ71bVRkm2/SZwIjAV5w18S1U3RHmDyzx9F0/D/d9PxS3sRwFvAOuAVapa\nPUl2W+AuWo/ibm5yWA2M95wr+CTuGHgcl37UG9gADAFQ1Z89aPgQaIO7mUgH/gJMwR2fXvIGRWQ+\n0EZV1yXbVgL71+JSXz7CnQ86Aver6qMh9IRERH5W1bpxry1T1aQuKGNu8s4BXo/50Wrgn6q6JJn2\njd3DFpMBEJG6OO/HW7iDJicnqAFwg6om3RsUhTPi8eYBEJF6Bb2ebC9llGxfGOoz2V5EvgDqAW8C\nr6rqpOj1DGCaqh6eZPvXAa+p6qpk2ilCw5e4sPooVV0W83oGcKaqvp7wl/eMfa8h7QQaCvO4JP0m\nK9JwcUG2ic5PqhqfW5oMDeOAUsBkopu7yHbSCnAK0NASOBa3qJ+iqjN92U4lolSkUcDzuL/FxcBl\nyT4nxdgPflwaxccWkwGITto9gfbAZzE/WoW7C54VQpdPUqGKOBUQkS7AuFSpZAYQkUqquj60Dl+I\nSDVV/TWwhqpAM/IWRarP3EERuQnX3SDn5jYnWnCCRw0DCnhZPS8my+Fu7L8HapVUT5iIHAq8hPPe\nKy6n+0Jf1ycR6aKq7/qwZfzv2GIyIKHvvETkHFzRg+LCm294tH0lrtiiFa6C8xVV/diX/UhDyJzV\nhIhIY1X9wZOtY4GHgJoxL1dX1Yo+7EcaMoELgdjE+oNV9XxfGkIjIj/i8phjC698L+RW4Qqw8hR/\n5XjLPWm4mAIKQHylnojI6cAIXJi/HrAEuFLOy4AiAAAWLElEQVRVX/NhP0ZHyhwTURFSmu8bTGvd\n9ufCWgOF5d5QhkXkZuBuYBowHRggIjf6sq+qz6hqJ1xfvanA30XkZxF5UER8LbCfi9O0GujsyTYA\nInKWiKyIadGUBfgMqz0FPABswrWFeQcY6tE+wL+Ak3B5i6Vx+aM7PGsIza/Aiap6fMzD20Iy4nmg\nNZFHMubhk464QpQTcNGbF3ALCl8MAjoBf0R5m60Ab17RGFLimBCR84B+QJaI9IsWeL4I3rrNKD7m\nmQxMVLkWf+eV9NBWlKPVJie8JyLVgBmqemCybcdoKA90xRVfHItL/P8GOCeZeaOpkLMao2UBzjv8\nTPRvD6Cmqt7iyf5SVa0TVQ6/D3wMfKeq9X3Yj9PwEq4A5Tecp/rIJNp8VFX7Rs8LbFrtOXd2EHAR\nLpQYmyvo0zM5D1fFHOuB8uodjSfqO9pTVS/3ZG8ZrqJ9marWirosLEl20UkBOrwfEwVoeBxoibvh\nr43L6/7F498ieOs2o/hYa6CARBexzsBcci9mirsTS7p5Yi5axCTa+6CAKuLzY6qIr0uy+eNxXo/y\n5PU6rMKFlnxSVlW/EZFJwJG4NhwLAS+LSWC+iNyBK3i4AOeh9N1MfnNUWT0daAcMwy3sk0lsrvLE\nJNsqDt1x3RW89heNYzmu4GlNQA15UNXJ0ffTFx8DA4C06Ea/NxCi52WIYyKeM4FGwAJV3Soi3YDF\nHu0Hb91mFB9bTIblNKCxqq4NYPtpYJKIPI9bSF6Km4Dhi0nA1fFVxFEhSlLb0URVqS9GOashJr7E\nMkNEhgH/wbUpqoLL1/JFTjHYGNx34F1c+oNP7gL+CZyHmzpyDfBFMg3GVoj7qFIuBp/iQsyfkPcm\nzyfVcDcXIb2j8Y27GwI+p0P1xrVjSgM+BMbivo++8X5MFMAmoAy5jo4awFaP9icA4yKnS7DWbUbx\nsDB3QERkOi6kuziQ/fNxYWaAMar6aggdoRCRa1XV97i4eA2VgLNV9XkReQI4BnhAVUeF1OUbESml\nqttFpD5uUTVBoykkJQERKaj4zHcBznEFve65ACc+5WAdbiLOPF8aUoXQx4SI9AKuxqUEPYfzVP5D\nVb04HQpo46Zgc9JTFVtMBkTc7NEbgMHkvfMKMkqsJBIqZzUkiXIEY0n2CVtEOhS1T4i/g4gIUDFE\na6Qoh/hAArWkiVri9MWFFnsBj+CGGniLnIhIO9ys9thj0tuiOvoM+pD7GQzC82cQ6Sjw+PB9TIhI\nR9wwAYCxPjtuRHn896jqtSLSA5cS1kdVf/OlwSg+tpgMSEhvhIg0Azqr6kMi8hjOI9ZfVccl23aq\nkChnNdmff/R3L2oxlzQNcc2pj8VNPRkBZOGKQL5X1QuSZT/SEPvdr4DzvMyONDQHvlXVVsnUEKPl\nXKALLtw/AzgMdyw86MN+pOE04EVcikNd3FhJry1pRGRUZP943HSoYUANVT3To4aFwLO4nNadx4gv\n72iCz6Cmqp7hw36MjpzjQ3Dfh3rAZFUt0Hu8NyIi7wIrVfUKETkA53ipq6pnBZZmFIAtJkso4qaO\nDMLNOh2Cy8+5Q1UPDirMIyKymgA5q3HhxLOBxrgWPVnAFbgRgpd50vIt0D4nfBb1lPtSVQ/yYT+y\nOQYYmuP1EJGjgQFR6ygf9hcDpwP1cUVINwNTVbWOD/uRhvm4Sv5/R1XEDXHN7H3+HVbiKpl/ijQI\nsNRnJbMUMGLWJ6nwGSTQdT7QwleXh8hmP2Cwqm7xZTPO/kqchz472k6Jv4VRMFaAExgR6UT+xrT9\nPZiupaqviMjtwDOq+pKIPOLBbiqxCBdO87qYjPWyiMgzQFNV3RFtjwN8zkqvCuyLawkD7vPwXc19\nJHkrqj/DeQd9UVpVv40u2KNxXkGf/fTAfeaxVauL8P93+A13LsrxMDQhb5sgHzwjIvfg5tKH8HSk\nwmeQj+hcndRoQQH0wLUDCpWv+itwKC5iQfQ8yMx2o2hsMRmQKMzaNHqMxrXKmeHJ/HJxo8vOA04T\nkTNwF9GSxPPAeBEJmbNaCmhBbqVmEzy2aMI1LP9aRD7C/f87Avd7tA+uPdRoERkRabgA1xLFF1+K\nyIe443AQ8A/8V86mQkua/pHNyiLyFtABuDLZRuPSPgTXCueyqAdrzjHpqxAp5zOo4vMziKeAnMkG\nuFC3T/oDj4hIj0DFcLfiOo58gvt+dMC1zzJSEAtzB0REluLyYf6Fu4ALbpzfXzzYboW7eH2kqo+J\nyHjgTlX1eREPiojk9DHLc9H2XEF7FjAc+AF34TwY/7lyLXAn6jRgiqr6nMCTU9E+ALeQTcP1vByg\nqr97sl8Fly/5mapOE5E7cRXEq33Yj9EwBFfsoLiWNH0CpGAchLupBXhfVZPuJU9URR6L54ryg4G/\nRptePoMCNMTn068DHlHVyZ41HIy74f0253XP58dGuIlEAoxX1QW+bBu7hi0mAxLlarUHzseFUp7D\nJRxXD6mrpBAl+68hLozlu/ekiNTEhXrTcFOIlvu0X4CeRj5P2iLSUlW/9mUvFRGRw1T125jtasB1\nqnpXQE0ZQOWSVj0rIqVxi6gs4Ieo922JIxVaRRl/HmwxGRARuR43c7Unron3d0B5VW3nyf5B5M/X\nfNaH7VRARKYBJ6fSxA/fiMgQVe0TPS8H3Alcqqo1PWqYBbQFyEn2F5FLgYeAG5PdVFxEjsUV3GQl\n004RGvIVnojIap83liLyoqpeHLNdCZhbkgoeogXUazhPWBqwDThXVad41lEBOFpVx4vI2TinwzBV\nXehTh2EUl7TQAkoyqjoUOCMKo5yFm4LipQ2HiNwHfAR8ANyDC6vFT5/Y25mMm/gxUUQ+ynmEFuWZ\nWiLyuIh0x93MVAKaedbwOfALsEpEcsZZXoNrqO+jevUVwNviORYRqSQi9YAMETlAROpGj+NxXnOf\nnBi7EfXaLGnXiCdxaSb7qWoN4P9wrYp8MwroKCKNcX2IKwMv+xYhIueJyAMiUl5E+okbd2sY+TDP\nZAoRHaiVfISVRGQJriXNG7gLdm3gGp895UIjIsuAq4ibh5zsMI6ItFPVz6PnQZsTi0ga8AJu4XaM\nqs7xYTdOw09AK9zotsmq2lBEflbVuiKyLNmesaijQVWfbVdibF+Pa5JdB1hCbvHVKqCfqn7oQUNX\noBtwDi5/O4cDgV9UtUeyNaQKOd+7uNd+UlWvxS9RW5z9gGuBsqr6iIis9BwxeBxoiQv518ZVdv+i\nqpf70mD8ebBq7oDEh5WATOAb3IHrgzScV+gI3F1viRqnSLh5yDfjPNHgvMLxKJDMpuXxC9gRwCHA\nbSLyLHivaN+Eq+AtC2wUkUzcsQBFNHffQ5QBukdFaZ/mvKiqA5NtOIpODBU3J75Bsu0lYDEuzaZb\n9G8Oo4HxIQQF5D8i8iTwBO782Bt4U0TqAqjqz550bMQVxZ0B9BeR2rjjxCdnAo2ABaq6VUS64b4r\nhpEP80wGJEGe1ApVreXB9gO4ySc347yTk4EjVNV3iDMYBVRMgud5yCFI8P+OxetnICLtcS15tuF6\nyp2Gqx5NBzap6tlJtj+goNdVtaCFfrI0PKiqt/myl0CDl3NPKiMiiwr5sfpa8Ec9JYfhUpHOwrVt\nu0NV4+dVJ1PDAlxh4GxV3V9E9gc+VdWGvjQYfx5sMRmAVAkr5VTRihsndzTwbGxFqWGEQETSVDU7\n6re4SFU3FPlLxv+MiNTAhTVDDFEwCkFEMlX1D882ewFX465Lz+E8lf9Q1Sd96jD+HNhiMgBRX79W\nwKO4fKkcVuN6aXmrKhWRirjwSSlV3erLrpEaRBXcfXD9NnvhPIS3BOhv2Bw3fWcnPkPtURizGa4g\n7QhVnerLdqogCYYoqGrXoMI8kspV1CLSWFV/8GyzI673KcBYjUaeGkY8tpgMSMiwUhRaHAnUwN15\nLgTOVNWSVs1cohGRUbhw8vFALVxoraaqnuFRw3CgMzCX3BxJb6F2EbkceBCXI1cv0vFwlM9YYgg5\nRCFVEJH3cKkWL+BCzBOAJqp6lGcdfwP+iTs/57BRVSv71GEYxcUWkwERkWqq+msg27OAu4EnVLWW\niByFm/rRPIQeIwxR1egBwE/R90CApT57C4rIaqCxb29ojP2fgWOBz6PPoBrOI3dgCD2hsCEKqVFF\nHelYgAsrPxP92wN3k+et44CI3Kuqd8RsV8cdI5YzaeSjpPUQSzW2iMhJACJytogMFhFfFZ01VfXt\nnI0orFfNk+0SjYgsEpGFCR6LxE3m8cVvuItnzl1lE+ImAnlgEXEhbs8IsCJmewMls9PFo7j2L+/i\nugy8D/wYVJF/YquoJweqoga3kP0GV11/JPAYbkHpk0tjN9SNFy3vWYPxJ6EknjBTiVHA7GjxMBgX\nUnkZ8BFSmSkilwEa5U32AUr0SDuPdAwtIIb+uNZIVUTkLdyF9ErPGp4HxovIYGAeUZsmjzmTY3DN\nqkuJSBfgCtyCqkShqkNF5DVVXSluZnw73DSYksQA4B1ciHsaURV1AB0zRGQYbpBFX9zNVroPw9EU\noI5ABRGJHefZANe6zjDyYWHugIQMqYhIHdzCtQPOK/UpcJHHPmpGiiAiBwN/jTbfjyYy+bQftEWT\niJQB+uHyNsFNg7rfCtKMEFXUkd1KwN9U9YWoefgxwIOqOsqD7ZzF5I24grwcVgMvWXcFoyBsMRkQ\nEfkRF0q4C+chWoLr45X0UHc0+aQFMB84HNcS5GVV/T3Zto3UIqrobgB8D9RS1SWBJRmGNxJNoYrF\ncxN/orzde1T1WhHpgbvR6eNjOlqMhhLfd9QoPhbmDkvIkMoLwI5IwxvALNwJ62RP9o0IEWmH6zuq\nwDs5oxY92T4dNwEnHVfJPEdErlTVEhPeFJG2wK3kb020VzevN3YS25y+Am4q1mwgC2iOa6DfyrOm\nF4CV0fPJuLzJZ3HFOL7oXPQuhuEwz2QK4TOkEoXYawM9o3//DixX1f0K+z1jzyIiFwIPAa9HL/0N\n1+fxFU/25+MS+/8dVTI3BMap6kE+7KcCUc7yc8BUYsY3JntGu5F6iMgYYGhOP0URORoYoKqdPOtY\niYsSZEfbIbospAHNo8EW7XET0yx6ZRSILSYDE6pZs4j8hMuXfBQYiiu+maOqdZJt28glWsydpKqL\nou0DgQmq2tiT/WW41kDLosVkGrAk2RctEXlUVftGz4dTwAxuVb003y8mR0u+saZGyURElgO1Nbow\nRsfDMt/hXhGZA5yrqrOj7abAG6p6qEcNI3DRq7uBL3DRq2xVteiVkQ8LcwckOlhPIa5ZM+AjvPZP\nXEuWL4ApuCq9xz3YNfKSSd62NL8AZT3a/xiX6pAW3dj0xlV3J5vPYp5P9GCvMJ4RkXuAu9Xurks6\nU4HR0bk5G7gAmB5Ax63AJBH5BHdN6ABc4lnDKeRGr54ABpL3XGUYOzHPZEBSoFlzFWCdqqqINFTV\nktZTLjhRO5zmuMkziqvs/1ZVb/Rk/wjcAvLUyP5YoK+qrvFhPxRRBXnOyU9wbXB+AxaQ25rIciZL\nGFEV9d3Acbg+zJNxYW7voV0RaQR0wn0/x6vqAs/2LXplFBtbTAZERKYD56jq4tBajDCISAZwC5Az\n/3gM8JCv+exRmLsMMAPngZkGTA81mckXUfuTQrGcSaMkIyI34fK5v8BNRvoG1xrogaDCjJTEFpMB\nEZGrgBtwDctDNGs2AhNVEt9G3rxZbz0WIw1VgS5Ad5wnBFX10iC5EE2NfHtiYmyXAir5bMNipAZW\n2Z8Xi14ZxcUWkwEJ3azZCE/oSmIRmYLL01yAy939Hpirqut82I80DFHVPtHzcsCdwKW+5iGLyIuq\nenHMdiXcZ+CtctZIDUIfj4bxZ8UWk4YRkNCVxNG4tENwhUBbcU3s5/qYtBGj4V/Ar7gpTA/iRsjd\nHc0C9mE/39/AGjaXTEIfj4bxZ8UWk4YREBG5G5dgH6SSWERaA02BJrhJSMcCX6nq0R41pOGaNHcF\njlHVOZ7sdsU1iz8H+FfMjw4EflHVHj50GKlD6OMxNCJSW1WXRc/rFrSPjdw1CsIWk55Jpf56RhhS\nqZJYRL4HPscV4EwDZqnqdg9240fYpeG8kj/gJn0kPXdYRFrgJps8CvSJ+dFqXPWslyIoI3WIjs0S\nW9kvItNV9cjo+SLceUpidlEf436NPx+2mPSMiJyjqq9Hzy8uaB9VfdGvKsMnVkmcMF84Fm+5wxbS\nNnJIdGzu7cejYfyv2GLSMIwSjYhU29tbIRmGYSQTW0wahhEUETlAVZcE1tAJiJ1Lf7Cq9g+lxzBC\nIyJV9/bhBcaeIy20AMMwSjwzRaRGKONR7vK9wJPAX3C5m81C6TH8IiK1Y57XLegRUl9APo9/QURO\nF5GZInJKCEFG6mKLScMwQvMSbgZyKE7EFV2MBYYApwEVAuox/PJ2zPNJuFnxk2IeE/1LSgk+FpEl\nIvJz5LkHN2BhMHB/QF1GCmJhbsMwgiIiVwD9gA9wvSYBUNWRnuwvxo2LOx9Yj2tavVJVq/uwbxip\niIgswLXOKguMVNVDo3nd9YElNqPbiCUjtADDMEo8R+G8PxnA8dFrCnhZTOJaA70J9MR5os4FbGxc\nCUREGqjqwtA6UoQ0XGskBURE0oEy0WjFsMqMlMM8k4ZhlHhEpKaqrhSR9jgv5Wuqujy0LsMvIrIM\nKI3ruzo951ESq/2jpv5P4iZjzcR5JEvhPpP6qtop8W8bJQ1bTBqGERwRqQecgvOC/FdVf/JsvxzQ\nADeffP/Q1eVGOESkKtAF6A50AlDV9KCiUoCcrgsicjrwhd1sGbFYAY5hGEERkZOAL3GLyc646u4T\nPdo/HVgCTMYV3swRke6+7Bupg4hMweXMHoobsXk0sE9QUQERkXIi0iwKcQOgqu/ZQtKIxzyThmEE\nRUS+BS5R1ZnRdmtcwr+X9jwiMh/oAfxbVWuJSENgnKoe5MO+kTqIyF3AIUAmLrw7H5irqqOCCgtA\ndJM1AkgH6uFuuK5U1ddC6jJSE1tMGoYRFBFZDtRR1exoOx1XLbq/J/vLgAOAZdFiMi2yX7uIXzX2\nMqIbmaZAE+Bw4FjgK1U9OqiwANhNlrErWDW3YRihmQC8KCKDcDmTfaPXfPExMABIE5HmQG/gE4/2\njdThVVyz7hnAW8AsVd0eVlIwygNfxWwvil4zjHyYZ9IwjKCISDPgOqBr9NIY4EZV3ejJ/hG4BeSp\nuMXsWKCvjZIzSjIi8jKuRVYvXGP/3kBFVe0RVJiRkthi0jCMoERh5jLktmOZhsd2LKHtG0YqIiJV\ncBOh7CbLKBJbTBqGEZzQ7VhC2zeMVENEDgCWqi0SjGJgi0nDMIIStWP5BViA6/P4Pa6Cdl1JsG8Y\nqYiIrASaqerq0FqM1Mf6TBqGEZrxuDYsBwEn43pNdi5B9g0jFXkJuDC0COPPgXkmDcMISuh2LKHt\nG0YqIiJXAP2AD4BPc15X1ZHBRBkpiy0mDcMIioh8T247lml4bscS2r5hpCIiMryAl1VVL/Uuxkh5\nbDFpGIZhGIZh7DaWM2kYhmEYhmHsNraYNAzDMAzDMHYbW0wahmEYhmEYu40tJg3DMAzDMIzdxhaT\nhmEYhmEYxm7z/wL1r1HWjJGZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#独热图\n",
    "plt.subplots(figsize=(11, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features\n",
    "sns.heatmap(data_corr, mask=data_corr < 2, cbar=False)\n",
    "\n",
    "plt.savefig('day_coor.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 0.99\n",
      "registered and cnt = 0.95\n",
      "instant and yr = 0.87\n",
      "season and mnth = 0.83\n",
      "casual and cnt = 0.67\n",
      "instant and registered = 0.66\n",
      "atemp and cnt = 0.63\n",
      "instant and cnt = 0.63\n",
      "temp and cnt = 0.63\n",
      "yr and registered = 0.59\n",
      "weathersit and hum = 0.59\n",
      "yr and cnt = 0.57\n",
      "atemp and registered = 0.54\n",
      "atemp and casual = 0.54\n",
      "temp and casual = 0.54\n",
      "temp and registered = 0.54\n",
      "workingday and casual = 0.52\n"
     ]
    }
   ],
   "source": [
    "#设置阈值只选择高度相关的属性\n",
    "threshold = 0.5\n",
    "# 成对与以上阈值相关的列表 \n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "#搜索高相关对 \n",
    "for i in range(0, size): #特性的数量\n",
    "    for j in range(i+1,size): #避免重复\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #存储相关性和列索引 \n",
    "#首先显示高级的     \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "#打印相关性和列名 \n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AvwL+pv+M/LMEmJm0lQnRCVXU+aIBCMI1Pw9s2MOC8YMpr/ZGR3KH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\nERGJjJKQiIhERklIREQi8/9ZBZ7KTDh0ogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AkGXUkUIuRVBGRBBDCK39FTXhQWunDyPs5ozyPdOSQ2uN+4m8r3X7jmFlZbmi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\nSUzzau3MMrS5/ajd3YCXl02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c79vaCGJgSYayTusadotBc8xDiEO1BPfqfdNjepbq5jvg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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jodPpcr51kaWVNdY328zONFhenGeuecJgkcaI018aCa321l6gAKxvtllaWaPV3qq4MkmD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\nSSrm/wGlpgj/psepjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qy9SIRSgjqQO1WtY/v3YhGBi9n4UPqe+IcCJP0pCLa6ZjYpAmc1EUccbuQfOW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\ngpKIiBQMBSURESkYCkoiIlIw/j89Oxg0KUg0GwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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i1r7djAUbPsDCpg+K2ttImOYEAoEC5ghfM7dBc6XNysJoVZju7ZOw9IW98jFM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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TvYxEJC9CmphfWjoN/aEYjpzy4+HX48ZK8p4AaHp9Sml1tdeF9t4QlihCdavmNCAQjuFM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\nI95ZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GF1TNFdp566XwlNgQCkuoKLWjvNSGZ2+/HBEOlNgtmOR2ymG7qz4zTTZCys99Yd181JSV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\n0+jsHbAUk4mUaRLseKyCilRW8Dq57Ni3T6TVIT8fdPaNqMrCaKPYRRx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mwQcdPcy++UX+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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Ta3ghcXsyQB4UQRQR2ahNr85M4Hs6jmLzCn1X1gf3HgJgvfIXtWXIF6vJ1+dj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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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R5pJOG58/6XAuuOWJN6pvT59MOh2uAy3YO5vZmWZ2YL9NYykGj4eBE0v7REAn8BzwGHCU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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lH52xw/YEnW3agE0a10Ra2ywc89TvA2+f3HD8Cc349vzZ/Ol339ye4NvzZ6uX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\n550O0AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l4/H9TzOiCMkAEkFQlb69bO40kopDItLk+gqOx174FSsvO51EYBRDx8Ndb/DV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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EECeAlwFsAPCvAJ4DsBxAEyHkOgA/Tu4fAPA/hJBDlNKOHN0Dg5EXzPpdtFDydQBQ9f0o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\nRVGUiqKKSFEURako/x97sblWlRoc/gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lCNXAK02mGsU73eDWdFWuCa/U473Iu/GypJFQOYoxzTVorV8C/oNkKPdtJIWR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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AL5q+u73Q7ReEkUwpMhAopSyNj1LR87mZt88NJDxXGgotiKgE/hPYobX+VuyzJuBt4Fzg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\nTDcvfe1wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f2jATk6pKMtofqcLrQvOS+oSqD81L6uFTeUYcIcnm2aX1qCotAscRXYJT6/rl\nixMzPkm304G5tdW4bdYE1XHmO8PBjMlMfIysMNLrRsvSxDDkpxZfhp/+9hNdZhm9Jhxp6+yRvpgA\nuvrnf8BVP/sDvv30e6LpKhyJms7DUctJ+rxrQNWkpDaJn+gJ4oi/H5U+d8p231bl43QHh/Dkrk/R\nOK8WW5bPQOO8Wjy561OEo1Tx+GNGFCWbZze14lTvoG4zpdb1y++9mfbnlT43HrquVnGchWLmGw5m\nTKZBMTIOz1Mc8ffjid/FJsVKnxsjfW6EI1HdRUrNmre0tA6tVf2YMvVVt9pYit0O1fGojaMrEMb3\ntnykK0rNqnBk4b7L7/3D1/OKxz95NqgqXM4Gh3SZKbWuXzheOpUwOI7AwZGMJH1ni0wltWcTpkEx\nLEVPkqkgCHa2daJhUysWNu/Dsmffh4PjFFfeUZ4mHcdsQq+W1qG1qtfSpNTGMhCOqo5HaRxrF9Sh\nefdR3ZOMVf4HrXuppL2obS881+7gUMpEVq3rF0h3slUbp9ftKIhWFplox5JtbBVQhJCdhBA/IeRU\n/L87CCEuQsgz8c/fI4R8RbL9JYSQA4SQTkLIBkIIJ/luFSHkJCHkKCHkOjvHzTCHXhOZ6sovyuOp\nxZclmf1e3v9ZktnCrHlLqwpAqolXzXSiNJZ1C+twQWWx6niEcWxtmIlXVsxE47zahLyjVJOMlWWB\njN5LwWcl3X7DrZdhV9tpUaikMsvJn8PWhpl4Ye8xMTlYOG46k63Sdb145xU43RuytZxSprC75FIu\nYGs1c0JIJ4ALKaUDks9+BOAaAHMBTAfwKKV0BiHECeBPADYA+FcAzwHYRyltJoRcBeCV+PYBAP8F\nYBalNNEmoQCrZp459FaKVttua8NMODmgPxTFl4EwugJhbGvtwG2zJuArVT6MHpEoPKyOYEqVsKpV\nrfpcFB8PB4GuAqtq59Tj6La6HbyRe+nvC+GHrx7CgvoaMTpuW2sHFtTXoGlHG15dORuVPrehZ2OX\nw19+XRQUN23Ya9l9yzZ5EMWXm9XMCSEXATglFU5xFgP4PqW0H8AuQsjP4tuOBVAG4AlKKU8I+VcA\nTwBoju/zPKX0z/FjvwFgHoBn7Ro/wzh6beJqCatjyopwqndQTAIVaDvZh60NM5POZzShN9WPWarV\nnOgJoisQ1q3VcBxBdWmR7rHIz2nUj2S1/8HIvVTzWS2/ciKeXjYNFV6XYWFjV3kf+XV90T1QUH6b\nQq84YWeQxBUAxhBCjgPwAtgCYDWA8QBaJdsdAzAZQDmAjyilwpvyl/jniO/zgmQf6XeMHEFv2LPW\nZERVWg2kq+nrXaFzHMGYsiIFVkXgAAAgAElEQVScDQ7he1s+MpR7YxYzk4zdLR/MnPu8ci/GlBWZ\nbpmSick2m/eNYRw7fVARAGsBTAAwCcDlAG6Pn7NHsl0AMeGk9jlSfJcEIWR53Jd1wO/3p3cVDN0Y\nsYmr+SjScfxqBWgYCcm1u1q1FWTD/yDc33Akis13Tcfc2uqEcwuRjrkcXTYc/DaFhG0aFKX0Fcmf\nXxJCngdwLYAuxISLYPorBhAF0I1EoVMMQEj77lL4TvVtp5RuBLARiPmgTF8EwxBWmGnMVjNPpSEZ\nnTRzwXSiZZLMdMVrpfvbsrQeTfOngOO4hHPnspaSz5XC88DfZDl2+qC+BeD3kkCGcYgJlT0ArgTw\nH/EovWmIaVpHAHyNEFJEKR1ELCDis/i+wj6b439PB3DIrrEzzJPuxK53AlFyfmuZlXJ50lRCb6UM\nK4SonolPSQNt2NSqaLbTs8jI5mSbC4sPowyHqhFK2OmDmg7g7wkh30fMX3QHgH8E0A+ghRDiR0yj\nGgTwQTwwYheApwkhLQAeA/By/FhbABwmhPw3Yua+GwA8bOPYGVkk1QSi9GN96TvTNTUkK/tMZQKz\nfhyjRCI8TpwNorMvJEZN3nvN5KSJz4gGmmqRkcnJ1i5BmOnjZup9yDXsFFAPA9gE4DSA4wCaKKXb\nAIAQ0gjgJwD8AK6nlAqmvOXxz58CsBMxzQqU0s547tOPAZQC+JYQ0ccYfij9WI+dCWhqSFaYdqyY\nlPQeIxN+HJ6naO/sS2jXsXZBHda/3Y5Hb6xLmPiMaqBai4xMTbZ2hq5n8riTqkoQHIqYfh/y2TRo\nW5AEpbSXUjqfUuqjlE6mlD4l+W4TpfQKSul1lNJ2yed9lNJVlNJLKaX3U0qHJN99QCm9hlI6g1L6\nhl3jZuQ+SpP3k7uOoCVFi3EzNd0ErEiMNXKMTFQJ6AqEk9p1PLgtlt+klhpgRXBBpoIo7KpVl8nj\nrn+7He2dfTjaGTD1PkQiPD451Zu3icms1BEj71CavP39IYwtL7It8s6KScnIMTIRbaYmKCp9bs3U\nAOH+TqoqQVcgbLhkUKZK9NglCJWOW1XiQTgSTat8ktJxF9TXoGFTK57cdQRrF9QZeh94nuLE2aAl\nPcOyBSsWy8g71PxJeio3mMWKyc5KP44VqJntqks9mqkBQHpmrkz5A60MjJGayQghmFtbLSYqT60p\nxwPXTsYtG/enZfJTGm+lz43j3bHivI+/1Y7GebUo97owrsKLsSO8msfvCoTR2RfK2ZB/PTANipF3\nZCNPyYpVv9oxCCGKK+90TJJ6UNLSWpbW47wUEx+QnkaZqednlRYqN80uatmH1VdfLOaBrb56ktgI\nEzCvpSiNt7rUI/59sKMHDZta8YNffywW8tUiHImiKxDO64KyttbiywVYLb7CIZvOXsU8oCX1GFte\npFtzUzpG85J6PLnrU+xs68xK6LDZe/pF9wBmr30n6XOteoXZGKcV74xW7UhKKaKU4srHdiftZ+Ze\nyMdb4XXhiL/flKYq1ExUatr41TFlmXrHcrMWH4NhJdnOAxFW/dtXzsJAKIpjZwJ46DeH4e8PGRrH\n6DIPtiyfgSgFXBzBw68fFk1F2QgdNpsTlMm8snSevRU5T1LTrLSFPKUUY0d4RS3FinuhNF6zpt5K\nnxv3XjMZ699uF/uuVZd6dGnIuQLToBg5hdqK1+rq3WYxOw41Deyh3xxOaDEBnFt553J4cCYXDNl+\n9sL5q0o8Sa3uhTBws1qO3eTAO8Q0KEZhoDXp5Up9N7PjUKzE8FIrmuZPwR3PfyBuJ6y8jQgAvZOQ\nlZMVxxFMqirB1oaZGIrycDk4VJdY7ycDst85VvANnTo7mNRCXtB4c7V8Uj5WzZDCgiQYOYOW410e\nYDC1phzP3X45opRa0hVVTydgQDvQQWsMapPshFE+RSe+3iAEeZ7LD189hOPdA0nXYWWDQ+F4R/z9\nWNSyD3+3bjcWtezDEX+/Lfk12e4cK5h3J1b7VAWl3QEtwxUmoBg5g9ZKWRrhJIT1Nr52GFc+ttuS\nyVbv5K3WqnzN64dNtYUv9jgUo9n0aA3yPJepNeW4bdYELH7mvaTrsDq51K5kVSVyoQI5xxF4Xc68\njojTuwjLJZiJj5EzaDne5XlBQs4JkH5wgZHSO1pNDdtO9qmOQS33Z5RPebWtJwhBnueyYs5EVROU\n1WayTJrdlHLCKrwu230rShF1+VTPUUq2g4zMwgQUI2dIlcApmFGs7oqqNtnyPC/2P5JOgkJjxYXN\n+3SPwWjirZ5kVmmey/HuIMq9LtX7YnXUXaarw1uVJKwXrbp4uehrSkW+FptlJj5GzqA3gVPNXOZy\nmnudlY43t7YaZwJhVbOfGb+IET+FnnvhdjqwrbVDLIHTExxSHZPVZrJsmt0yYV5UO0d3cCgvfU3Z\nDjQxCwszZ+QdSqvbdQvrMLqsCBdW+kxVGJcfb/Nd07H4mfdUQ5tTreLNRMwZ3UcYw/q327Ggvgbj\nKrygFHhy16dYUF+TkPfidHIJx/e6HYjwFEMR3vbK7FaTiSThTCci200WQ/VZmDljeMFxBKPLPGia\nPwXFbgd6gkN47M12+PtDmj84tQlVyfyWasWpZbIzY4Iys48whkdvrBPHUF7kxHe/cXFCCw3pcfQI\nVyPPIRvmoUyYF/OtwWUq8q0fmgDToBh5idEVrtFJOZ0Vp5l9rVrh6jlOthNf0yWbPqhcDyrQIksa\nL9OgGMMPoytco05ivStOpR+9GXu/VT4CPcfJRX+EUsRcd3BIcTJV014BKAa1mB3H6DIPtq+clZYZ\nNJfIx6RdJqAYeYlRk4XRSVlP1J3aKruyxG3YPGSVSUnPcXLNfCW/j3Nrq7H66oux4iVlMyWQPNla\nofHkutaUA2WLMg6L4mPkJUZbNqQbdSdUd5AmOappZU6OGI5wU4uKq/C6DCVX6omuszoCL90EUPl9\nXFBfIwonQF+UXqYbSpq95nT2s7ISSL7ANChG3mLEZGHGSSxdsUZ5ikfeaEtoizGyWDnvKBiOGq7N\nppaMarQIqR7Nz8pmiFZoHXLtViufSzinFWbVVONQO4bZa07nXuVrHlO6MAHFGBYYnZSVJpO1C+rg\n7wvjYEcP7n7xALY2zNSsfGF04pDv4+8LmZqU9JzbKn+EFROn3OQ4FOUV7ytHCCIRXlFoS82qQkuM\nSp9brJGoR1jqNX2aveZ07lUu+g0zATPxMQoewaxy8mzsBz52hDdlkqXSZPLgtkNYMWei+HeUp7Ym\nq+bDpGTFGOUmR4/TgXUL6xLu67qFdTjeHcSJs0FNs+rc2mrc983JaNrRhoXN+7CoZZ9uU5he06fZ\na07nXmW7YG62YBoUo6Axa1ZRmkyqSjy4uLoEW5bPwEA4ilNnB1FZ4rYt0ivXghnk8DwFISTtMcq1\n2yhP8d3/+AiN82pR7nWJeW7/5/rahNqDAlKz6pobpmBRyz5TWop0HDzPI0oBSmPmROlzVXsuAPBl\nIKTaYTmd55mveUzpwjQoRkFj1nmu1N7jgWsnY+mz7+OWjfvR+Nph8JTip7/9BATEltI3uVDFWw1B\n8K95/bBYagnQHqNWgIA0IMXBEfj7Q2jY1IpbNu5Hw6ZW+PtDKPE4xdqDUqSTfDjCp6XRcRxBpc+N\nLweGsKhln2JAglpF+x/95x/RfqoPn3UFwPM06XqFYrNmnqfRoKBCgSXqMgoasyVr5JrXc7dfjsbX\nDietfhvn1WLKeWW2lb/J1dBiabKv1OdzXrkXY8qKksYYifA4cTaIzr4QugJhbGvtwL3XTFacZE+e\nHcBf/AMJnWvXLqhDWZET//b7I6qVMroCYRz19+O+X3+cVhKynkRmnqc41TsoVrRv3n0UBzt6MK7C\ni6b5U3BpzQic7g0laTyTqkpU87sKFJaoyxi+pJrAzZpVksxOlCquzCt9bltNbrmaXCk1gR7s6EHD\nplYAMcGv1PG3vbMvQaisXVCH9W+349Eb65Kuz8FxeGHvsQQT3wt7j+HbV1yAe6+ZrFpRnOd5FLk4\nrFtYh/tfOSfcWpbWG9I69fiKtCraF7sdCIajwzLqzmqYgGLkLTxP8VlXAJ93DaDY7cBAOIoLKosT\nCsamY7uXCgd/X0hR0FWXemw3ueWiFmVE8HcFwqJwAs4FnDTOq0U4Ek2q/jDK58G910xOeGYtS+ox\ntrxI9O8oTfJRCqzafBBVJR5RuA2Eo6gy2Ipe77WpbTcQVl/Q5FKASz7ABBQjb+kJhnG6d1A0vQnR\nXuXFLoz0xSYwq3J+lARdy9J6nDfCa6uwyEZ1Az0C0YjgV9NIKn1uRHkqmtOk12bmmdG4UDjeHRQ1\nOiCm1RlB77UpbSdU1S9y5XaAS77AfFCMnEOvxvBF90BCZ10gNglsWT7DFp9QNjSZTBd2NSIQ9d4P\ntWt4+a7peDSe/Kx1bemeZ2vDTEW/WKr7oOecPE9xJhDC4BAPBwG8bgfKvTFBlstlkzII80ExCgcj\nE6SaGSVq05orG/6gTOdC2VGxQE379LkdCcJJOJ/02oy8D9LzVJV4sPrqSbhwVDGGojxO9wZRVVIE\np86mlkrPWk1oVZcWKR5DTy3HXDPd5hpMQDFyCiMTpJoZpchVONkTmc6FsqPcj5qZVdquXu3ajLwP\nwnm23zMLp3tDuOfl1gTTWyAcxUWjSkw1lDTbr0urNxnTsFJTOL9kRkFgRGMY5fMo5pWM8qmv9DNd\n5DNdMp0LpbdigdH8MqV292rX5uAguc/G8po4jmAoyovCSdj+/lcO4Ux/GKd6B/FF9wCOdw/gh68e\n0l141eo285loW18IMA2KkVMY0RisqK9nd5HPdLGysKseKrwutCytT8ozsqrcj5zRZR5sWT4DUQoU\nOTn0hyK44RfngiZaltZjbm11kp8KiPmclO6Fmum3qtQjVplQqq2oZca02tSaD2WscgEmoBg5hdGw\ncCN+IemqVUguDYQiONU7qOlEz3Yl6Uz5vnie4oi/H0/87lM0zqtFpc+N6lKPYqRiuqZHJaG/+a7p\nWPbs+wn3uWFTKzbfNR1tJ/sSzHWrNh+Evz+kuFBQM/36+0JJuVUr5kwUhbGWcLDa1JrrZaxyBSag\nGDmF1a0gpH4GwVw0taYc931zckKlAi2NSM9qNxcc3umOoTsYwqmzg/jO1y9CT3AIj77xCfz9IUVB\nnG5tOCWhr1Znz8ERvLpyNoJDURzt7Mdjb7bjYEcPACguFEb5PHh66TTcvenc2H65pB5Rnsd9v25L\nqk4BpBYO8uudW1uNh647l8elFeWn9Ezsqq2XC++hlTABxcg5rNAYlFbogrloQX2NKJyA1BpRqtVu\nLji80x1DJMLjZE8oIads7YI6PP5Wu6JmkW7bdSWhrxU0UVXqwRfdA7jj+Q8S9lHSfDiOYPKYUmxf\nOUsM/3ZyBAuaE4vIPrjtEJ67/XJdwkFeSPZMIIzFz7ynea9TPROrTbe58B5aDQuSYBQkSiv0hk2t\neOi6mOlKaaUeDEcUAyBSBSpY7fA2E5CR7hg6+0NJXWwf3HYIq6+epKpZyDsO9wTD+ORkr66ur0rB\nGNtaO9CytF71PhtpOSGEf48fWYzzK4oR4ZX9Uh4np1l4NRLhcaIniM+7AjjVO4gKrwscxyVVxlC6\n16meiVLgSDoUYuAF06AYBYmaWc7BEZxX7lVcqX9yqg9NO9qSVp2pVrtWOrytbA9iZAxDUeVouQtH\n+VKanYQxnzo7mFBQV0szVTJxadXZU9tHEGBmazI64tso7c/zFH863ScK7nEVXjQvqUdVifICR36v\nMx0IUYiBF0xAMQoStQmJEILqEk/SRCeYs9QmVS2zo5UOb7MBGXrMkFoTuMvBKeeUOTnd7ch/dvOl\nuidILaGvdp1aZsVUQl2tLNGqzQdRVerG6qsvThBETy+bhnKvK0mrXPFSK7Ysn4FxFV5UlXiwYs5E\nseafkyMJ/igrAkmM+JMKMfAipYmPEMITQqJa/+k4RhUhpJMQcmH870fjf/+REHKFZLtxhJB3CCF+\nQshWQkix5LubCSGfEUI6CCHfMXe5jOGCWs+eNa8fxhF/v7hSf/f+OWicV4vH3zrneDe66rQyV0lt\nFRwMR3D6bFDV5Kc1BkHD0TK9VZd40Lwk0bzWvKQeo3RcgzDmnuCQbhMcYM7EJTcrdgXCOKnSZVdq\n2pIKt3cfuApN86eIwRYL6muSBNHdLx5AWEWrjPIUL955BR64Nta5V+gP1tEdxA9fPSTe23TeCz3P\nTE4u9w8zS0oNilIqCjFCyE8ADAJ4EgAPYCWA83WcZyOAqvgx7gCwCMAUAKMAvEYIqaWUDgF4GcBB\nAFcD+BGA/wPgnwghFwN4HsDfA2gDsIcQ8h6l9LC+y2QMN4QJaWvDTLFnjyCE2k72iRqJvw9o2tGW\n1qrTSoe32ir4qD+AkT43nA6CYDiC80Z4E8r2aI3B3xdKqZU5nRwmV5fg5bumwx/v2fTkrk9VezYp\njbl591GsXVCXFB1pxwQpNYXq1dwE4SYPtij3ulTNwUrPwungUOQiWPZKYqDN97Z8hJ/edEnCvTX7\nXpjRpDOdM5cJjJr4bqWUjpf8/RNCyBcAVqntQAi5HcAIAH+Nf7QYwJOU0k4AnYSQNgB/SwhpB/B1\nAPMppTwh5OcAPgLwTwBuBvAmpfS9+DGfQ0zIMQHFUEWrZ48weVkV7mtVrpLSeATzo78/lsfTtKMN\nLUvrMbm6NKn5ndIY9PomegYjuDUemSYgFeZ6xvz4W+1omj8FE0b5UOxxYJTP2i7DAtIJXNDc9C4y\n5IsAtf1P9gwmCdzmJfXwuAj6B5Xv6ZgRRQn31ux7YdaflKv9w8xiVECdJIR8D8C/I6ZB3QbglNrG\nhJDxANYA+FsA/xX/eDyAVslmfwEwGUAQwFFKaQ8AUEq7CSGlcTOf0j6LDY6dMQxJZZfPtVWnMJ4t\ny2eIk6/U/Cis9oUE1lShzoB+30Q6k6IV99CIz0U61l1tp/HinVfgy0A4oVuv2iJDvgjY1tqB5iX1\nCT6odQvr8OP/+wkAiEnLY0cUIRThMf8Xe9E4r1Y56IIQS/w+hehPMoNRAXUHgE0Afg6AAvgjgKVK\nGxJCCGJmuX+mlHbE/gQQ83v1SDYNAChX+BwABhDTvtT2UYQQshzAcgAYP3682maMYYAeDcnOVaeZ\nxEnBwf4DhdblPcEhAMmJrUYj5pS0xHQmxXTvodHoRWGsVSUezJ96vliBYlyFFxtuvQxjR6hrbkoC\ntbzIia0NMxGJ8nBwBE/87oi4KBB6S737wFXieZTMmesW1uFMf9gSs6Zdibz5hiEBRSltA1BPCCkB\nwFFKezU2/y6Ak5TSX8k+70KicCkG0KvwufBdVGUf1WUdpXQjYn4vTJs2rbAbXg1zUgmAbGpI6SRO\napn6gJjgkOe3mImYS3XOTE2Ken0uwvPmeR4tS+vR2RtKSrpe+fKH2LJ8Bso1WoJJBarSc1q3sA5H\nOvtFITWuwguOQDzPwY4ePP5WOxrn1WJSdQk+7xpAVakHI31useuvmYrp0u21Qu6HC4bDzAkhixEL\ncHiUEPIvANbFAxzkLAIwiRAimACrAHwA4DiAKwHsjX8+HbGgiyMASggh51NKvyCETALgRkw47QHw\njwB+LNnnc6NjZxQWqQSA/Ac/1ubut3LSqeEnFyoRnuLRN9pwsKNHrIrxxO8+TdhHT8ScGsK9Kotr\nEg4CcBxneFI1O4nqLSclfd5za6vxw+tqlSPtDCxL5c+pqsSDwSEe626+FEf9/djW2oE7Zk9Ax5cD\nCRrmwY4eNO1ow5blMzDl/BEJ1653cSK9f1Ge4pF4A8dCqAJhBYYEFCHkKQBfQ8xn9CMAswD8EsBd\n8m0ppbNk+34GYA6AEgC/J4T8EcCk+LHeopRGCSEvAHiWEPL/AXgYwH/EP38LwL8RQu4FcBTAPQD+\nl5GxMwoPLQFQ6XNnvexLuomT8lX+ozfW4eHrY4KgwuvCvddMTiiialbbyYUq73rMi/LnvbOtE9++\n4gLl/C2NnmByoSp9Tkp1Gjfcehle2vc5jnT2K0YpKi189CxOlO6fkQrrwwGjpY5uAjAXwBClNISY\nkLjWyAHioeHLADwI4HoA84TACMTCyj8A8BRiGtL34/uEAVwD4O8QE1zfp5S+a3DsjDxHXgJISwDk\nQtkXI6V5UiHPGXI6OVHD2vPgVZrlelKhdq/OBEIA1EsvWXmPlXJ4WpbWo8LrEreRP++pNeUocnFJ\n+VtaPcEEofDDVw/h8IlefN4VAMW5Fh4r5kxUNBk2zJmIdTfXYVyFF7+6ezrevX8OtiyfgdFlieZH\n4T4FhyIpFydK9+/BbYewYs5Exe2HI0ZNfAEAHsQCJACgGkBIz46U0gsl/34TwJsK2wwBeCj+n/y7\nI2BaU0GjZS5Sa8+gtuoOR6KoKvEktFdo3n3U0A9er/nKaMVqoSGf2jH1nteq4A41QT8QiiLi5XHE\n36+oJVlZWofjCCZVlWDzXdPRGc/DeuJ3iXlYUi1L0HTuf+UQqko8CaHtI71u1fvXFQhj/dvtuG3W\nBFEQza2txi+X1OOel1pVc6K6A2EsbN4n+qeK3Q6seb1NbPkxqaok4T4JRWiFsa6YMxGVPjcIiZme\nOY6o3r/yuFAejlF7cowKqMcBvIOYr+jniGlUay0fFWPYoVZ9fHJ1KZxOTnG1+cgbbWJzvaoSD1Zf\nPQkTRvlAQeHzOLDmhlp8GYi5R90ODmtuqIXXnfoHz/MUPcEwTvYMokFW/kbJv6XlO5D6kVxODv2D\niQ355CaxbFSkJkQ5IfXYmQDcTk7VVGUm6k9L+HYHh8SweQFpHpZU4Es1nePdQdzx/AcYV+HF9pWz\nVAWqIBTk1eyFZohbG2aCUqp4TYJWeLw71p23af4UsZfU3S8ewNaGmQn36cldR7BuYR2e23MsQRhK\nx6N2/4S8rJal9cMuak+OIRMfpbQZsei8FsSi6O6glP7SjoExhhdq1cdPnA2C56mieWdBfQ0qil3Y\nfs8sPPK/pqDxtcOY8/hu3LRhL77oGQQANL52WCxFMxCOgkLbey4IiI87zorCSRiPYL6Sl6FZ/Mx7\nuG3WBEytKU8yc0lNcwQkqSGf3CSWDdOkgwC/vPWypLJQT+46gohKuZ9wJGq4tE6q8j2pNDKpwP+b\nMaWK2w4O8Zr3TxCK8n13tnWCUoqxI7yKJbKadx9NOE+x2yFqOse7g0n36WBHDx57sx0PX/8/ROE0\ntaYcjfNqxSaZFV5X0rmeWnwZLhpVjOduvxylHifOBPRVsy9UDEfxUUp3A9ht+UgYwxq1yamzLwSv\n26lo3hF++M/dfnlSFe2GTa14/OZL0TivFueNKEKRy4GBcBSDYR68l6bsnqtVPkfNd9A4r1azO6se\nk1g2KlJzHIfBIR5N86eg2O0Qk4P9/SE4VYrIup0OwyH8qQIH9GhkgsD39yFp27m11XAQ4Gc3Xyqa\ndA929CTcv0qfGwPhiOJ5CCFJ10QIwZrXD4vh5sK2A+EowlFe/FvpPvn7Q2L7ebUmmZOqSrD9nlkI\nhCOI8hQ9A0MIhClWbT6YteCeXMKQBkUI+RdCSJFdg2EUBmb6GakFFAjmIOlqXe7ILnY7FCf10WUe\njCyOrebveP4DzH9qD27ZuF+z6KaewqdmfQd6giasDKzQS6XPjTEjPLigslhsP1FVGrvfQuV3NS3J\nSMHXVMLXiEYm33ZubTVWX30xbtm4H7ds3I+mHW2475uTMbWmPKlyiM/twFOLkzVGR3zo0msqcnG4\n+28vSth23cI6nF9RhObdR8Uxqt0nof28UvDF3S8ewJcDseoXS//9fXzj5+/ie1s+QjAc859Kt8vn\nnk7pYFSD+jaAbQDabRgLowAw60Op9LlFf5I05PaFvcdw2fi6hJXtQDgxQkqtlhqlQH8ognu36utR\nBOgrfKrW+VUYR6pJVSsRNtU2PE9xJhDC4FAUDkLgdTvExNBUz0Ur8KI/FE3y/02qKkmIFrSqEK68\nTYXgF9TSyJTGL9d0FrUkd8xtmj8FY0YUJdxjCoKn3jmSEEDzwt5jePTGuqQxB8NR/Pj//gk/vekS\njBlRBAchONU7iNIiF36xeGrCGNVagTy9bBoCIeWovsGhaJJWef8r57Rx4bPhGs1HKNVv3ySE3ADg\nbgDfppT22zYqC5k2bRo9cOBAtocxbPD3hXDjhj1Jk7eefI5IhMeJs0ExikuoqSYXbvJzTK0pxwPX\nxiK6hAm2eUk9ntz1Kb7z9Ytwy8b9Sefa8+BVOL8iudSAVMBKAy+khU/VAjpG+dxJya3yibXC60oq\n8Ko3ik+t4sHosiJcWOlTFRqpFg1qz2z7ylmoLrXOYMLzFJ91BXC6dzDhWaktYIwksX7RPYDZa99J\nOue7D1yFceWJeUpGFlHpvM/S8508G8QtG/cnHec/ls/A1xXG/bvvX4n7f31ITMzO43yotOySRjWo\nexFLrD1GCPn/hQ8ppX+fziAYhUM6PhSnk8O4imJ43U6MHVGEy8bXJU3gPE/h4ICWJfViEIO/P4TR\nZUXYfs8sDISjOHYmgDKvEzvbOrGgvsZQpJkev4pe34tZbVItfLwnGMaps4MJPhYhoqy0yKU6gaXy\n/WiFmfM+dX+dUTiOoKTIiWXPJpu6lEoaGUliVfNfeV2OpPErPb8Kr8tQqoCR6DqOi2m66xbWJQjm\ndQvr4Fbx8XV8GcR935yMF/Yew3e/cfGwjeYzKqDW2DEIRuGgNlEASOg2qoZWbo9cu1Fq68DzFD6P\nE0ORaEpTndkxCBMZIQROjsDBAWcCIQxF+ITJLZ1SR0rnPdlzrqW6MGE//lY7it0OzQVAqkWD2jM7\ndiYAn8dp6cp9KKIeFSjFaCCKUUGSqhafWqqAWRNnudeN0WVFYiDKQDiK0WVFqPC6kiqpS9urvHDn\nFShxJwvZ4YLRYrF/sGsgjMJAq7W2kNRoRcWD493ncl9eXTlbPJ4w8fA8tbxHkdJE9rObL0WRi8M/\nKkRdWRmR1xUIJ4W9C3u1ytwAACAASURBVD6WgXBUM4giVXRcpc+doJEKk+RrB7/AxaNLNJOKjaJ3\nAaN276pLPWJ+kDTpNR1BkmohkU5CtHRBU1LkxKU1IxAMnxuf0Bhy051XoLMvlNRepTsQRlmRz9S5\nCwGzxWIvAfAIYjlRasViGcMQ6UQRHIriaGe/2FobgGaF6lQTi5EJ344q5koT2Q9+/TGa5k9RnNzU\nJmOX02iFMfVrv6Ay5kdT0hSk93XzXdOTfDjSSLyx5UUJYeavHfwCN152vug3sSrcWe8CRu3ejfC6\n8L9/pRyCnenmgKkQfG6fdw2IWtMFlcUJ/sJwJCqaopU6O1fHE5SHK+kUi10DjWKxjOGLMFHIW2sD\n53740rYJZwLhhOi9dBvvycdhFWoTWbGsOoVwjULSp3wyDg1F0dk3mGQS1ELLxzK6rEiX/6tlaT2a\n5k9RrFJe7nVjzIiihFI997+S2lckPZ/e8kx6FjBKgqxlST1++ttPVMckN7/qrchuV3PAnmAYXf2h\nBLPs+kWXorzYhZG+RN+Zkim6ZWk9zpMUorWqcnw+YTSK7ySArwD4M6V0LCHECeAzSuk4uwaYLiyK\nL3uoRUC9vmo2TveGcPeLB8QW5nqipLJRBkg+6a15/TB2tnUm1FcbXVaE490D4kQrHf+XgRA+7jgr\naia72k7jxsvO1xXFls61m4k+S4iaoxRXPrY7aRul6Eezz0Ut8k44h3xC5nke03/ye8Xtx47wKgZV\nvLD3mGIkqBXjT8WJ7gEsUojc27p8Bs6L30M9UaN2jjEDZDSKz3SxWMbwQ81xHeGp+JlacU4ts93r\nq2YjGI5NokUu+xJYlSaF5iX1mFBZjCsnj07qpvrwDbXY8M6fE9qNB8PRBC2yZWm9Ic1Efu16TZZm\nzFZSjdPfF1KttiD4fQTMBoOk0lzkGrDamNxOh2ZQxd0vHsCW5TNU75kd5mAAGOKp4jOISJLE9Z7b\nyoCbfMKoMVxeLHZv/DMGIwnpj0/aEkIayaVVsUGOtIjrLRv348rHYnX3tCpDpINQ+bpxXi22LJ+B\nxnm1eHLXp1gmKf4JnEuu7A4MYc0NUxIKyhJC8MqKmWhZWo+pNeWGBLIcI1Ub0q1IoVTVYe2COqx5\n/XDS/Tbrw6nwutCyNLlVhprPRavShFZ1DyGoRl77T4qRe6sXJ0cUn4FDQUBW+txilRKh3qOUbJTA\nygWMRvE1E0L+BOC6+Ed3UEqTdXQGI46SH0i6ctYbBi5oM6fODibV3bNrJcnzfFIl6rUL6hBVWRkX\nux2glKom1a5dUCf2HrLa3yEn3fwdYXGxtWEmTvQE0RUIi9Fl0grjgDkfDs9THPH344nffYrGebWo\n9LlRXepJ8LmojUlJ20hVGbwnOJRxrUMt90leUV+P+c4uP1muY8gHlY8wH1RuIPUneN0OnDw7KAZG\nzK2txj/9w1fRNxhBVakHYxSc/oJP5Wc3X2qoMkQ6nOgJJpTPAWKTwpblMxSrAjTNn4Ip54+IFzNV\nqc5wz6wEc43eSgpKpp90v9dDKj+RcB6j/hEtH5kQfm1k3GoLghf2xtpdSEO35WNPp+dXqjGliuJL\ndS/05mrlMJnzQRFCHqGUPiT5uwrAfkrpxHQGwShslH5cv7p7ekJzup/+9hPce81kReEEJBdxzcRK\nklJlTcnJEcXovNFl52q+qZlkhqK8JVUo9ExYVkQx6q0wbtSHo2WyUrsuAKp1COVjIISAEODbV1yQ\nIJykY9c76adTEeTCSh9Ki1yqTTi7AmEMhCNonFcrVl+X3guz97hQIv6M+qDulP5BKfUDGL5ZZAxd\nKDl4v/30eygpcuKCSh+mnFeGR2+s0/zBy8Nx9fot0kHux5laU47nbr8coSiP0WUebL9nFt594Cps\nWT4Dk8eUJqyM0/EB8TzFqd5B1b5GwveBUGxiU+pDZRVqfp8KryuhYj0AQz4ctftDCFG87p5gGO2n\n+3DThr248rHdsar0p/rwWVdA9NdI/UjnlXsxurQIY0YUwd8fShi78K7o7b2VTo8uNd+WtDfW363b\nnVB9XRir/F3R6ydL1Xcrn9ClQRFC/g7AHMSCI/6P5KuLAByyYVyMAkJttRwMR3Wb5Sq8LlHjGhyK\nYv2ir6Gq1INitwNOB8HJs0HLV4pSP05ViSepIK3WKlrNB1ThdenSjNSqX/M8r2jKErQEq53manXr\ntLrW6kHt/jgIFK97MBwVn4NQhXwgHEVXf1i1DmEqrUNv4IEdAQpnAiHVqMOmHW1pLboKKeLPcCUJ\nJNoU3wewyaKxMAqUdB28gkNdnnR6/ogi/PlMAOvfbseC+hpU+twIhiM4b4QXThPVGuTIJzip3ynV\nj15tckw1eQjfN86rVbxnUQrNic1su/VU90Ee7p3uBKh1f+TXPbe2GqEoj6oST1LTv1/eehl4nte8\nPrUx6S27ZEeAwuCQstD7mzGloh/O7EKrkCL+dP2KKaV/oJT+CECAUvojyX8bKKV9No+RkecYbQ0u\nR60dvD8eBn7brAlo2tGGhc37sPiZ99Dead6cIW+2CECc4MzmFUlNMqkmD+F7NVOmml9MuMdm260b\nwaoJUOn+KL0rD11Xi8/ODGD11ZOSwvvveflDRKmx6xOeMc/zSWHuQtkl6f7pvr9KOIhyCLozfk/S\nsQJY0fTSTNNROzCqQf1PW0bBKGjUVstAbKVqtgZfJMpjQX1N0qTVsKnVdMVwNfObVavoVMcRvj/Y\n0YPH32oXQ7DPK/diTFmRarNE4Xu1ic1Ks4+dIc9K70o4EsWTu47gZ4suVXwPKKW6r0/+jOfWVmPz\nXdNBCMGfNepGWp3I6/M4sOHWy7Dy5Q81Q9DNkG6KQS5FDBq1g3xMCPkaABBCZhJCVhNCRtowLkaB\nIV8tA0ha8X5yqhenzwaTVmxqK0KnI1ZnzSpzhpYz3KpVdKrjSL8/2NGDph1t8HmcGFMWaxwo9MKS\n768lnABrzT52aBRS5O+K2+mAvz+EEz0xgdKytB5bls9Ay9J6zK2tFoWYnuuTPuOpNeVYUF+Dzr4Q\nOAI8ueuIKJyk+xsJRdejdcQaGIbwi9/Huvq+smImXrzzCoyr8KLca/weKmn9SgnyeoVLOkEhVmNU\ng3oWQIQQsgbAbwB8jJhWda3F42LkAHaGqqqZ7aROYuFHpbYirC7xIBLlLVvNa01yVpXDSXUcLW0z\nVS8sLazwA0rfhUlVJabuhZm8I6/bgaeXTcNvPuzAqr+flKB1NC+pj3cp1pcALTzjqTXlSf6sdQvr\nEjSocRVeeN0Oy0PRpe/+zrZO8VzbV84y/D5pnddsQEQu+bCMalD/AGAFYgJpA4BvIlbdnFFg2B2q\nmqo0jXTFplYyyenkcN4Ir2K5HHkYtJ5xp7LdW1UOJ9VxlL6XTmoHO3pwx/MfYMm/vwcCkrLIrGBG\n3XzXdMytrRavS6/Wo/QuHPH3o9LnNnQvlI7zWVcAnX2DCc9Jvt0Nv9gDj5PDbbMvEoUTEHtfVrzU\niu7gkG6tTnjGK+ZMFIXT1JpyNM6rhcvBYd3Nl2JqTbkYiBOJUl3ahBGtQzVHLsIbfmft0Has8GFZ\nhVENahDA+YhpTU8AKAMQsXpQjOxjd6iqVmka4XzyREWl8zqdHL46pgzbV87C4BAPB4nZ982EQVvR\n3tsuzKxqlSpl//P//CrWXP8/UCRJck2FVe+C/DhVJR6c7h0UW8CL97vEnXS+Zc++j1/dPT1tDVd4\nxkIYv5Im1bykHmVeJ070DCrWTqwq8SAciSY0cjTyfNTe/ShPxYoSet9ZO7SdXPodGNWg/g3AMQA1\nAPYA2AfgKasHxcg+dqv5asVIm3cfFf/2uh26V5Rd/WEsfno/Zq99Bwf/etbUqlJNU8uFDHwzq1pB\nIAjh2Y2vHcZVj/8Bizbux+le/U0IrHoX5MdZMWeiYmV3tRBsTiXyjZDEyhlaWp3wjM8r9yZpUsJ5\nVrzUik9O9uG+X3+MrkBY1DqBWLL2A9dOxi0b9ydYFrzu5Oczt7YahJCk91fp3W9ZWo9H3mgz/M7a\noe3k0u/AkICilD4OYCSAKyilEQDXU0p/YsvIGFnFbjVf/iPYfNd0vLD3mNhP6cU7r8Dp3lCSiTGi\nYAaRr8yL3Q5dE2okwuNETxCfdwVwoieISIRXDOZIJSQzEZJrJjBBEAhKk7ARM5BV74L8OGqV3dVC\nsDkOSaH3axfUwWFw3uQ4gjFlReL90zI1r3z5Q/zwulrxnKuvnqQoVENDfMLzmVtbjdVXX4xFLfuS\nTORKAmCUzy36o6TjSLUIsCtgxY7q7mYwnKhLKe2R/PuotcNh5AqZUPOlZjuep3j0xjo8fH3MPENB\nsWzD3oSJYP3b7fjuNy5O6r47sjhxotNTry8S4fGn031Y8dK5YzUvqcffxH1bwphSOb4zFZJrJkhD\nEAjptPgAjL8LaoEQ8uMMhKOKz0kIipCGgj90XS14Hnhh7zGxkkRPcAgv7D2GR268RFe6gtL9PNU7\nmNLUzBEi3veoSh7aFz1BjPS5sX3lLAxFeBBCEgoNy82iSsnPZoJYrAreyVVYNXOGKtksOKlURbtl\nab1i992tDTMTJgPBDKNVlkitUvnWhpk4r/xcNYFUVabNdK7NFGotSgDjY5S/C7HIuaGkdyOVwI5E\neHT2hzAU5eF2cAgORbHs2feTtgUQrzvI40wgjIZNrarlpjxOTvEYRgI3pMLwn/7hqzgbHEJnXwjb\nWjvwyI2XoLo0Fuav9ryF6FPhnuqpAq81jmzmHlmMvdXMCSHnU0q/iP97vNI2lNK/pjMIRm5iRTVs\nsyg5ktXMMZTShBW3vz+E0WVF4mpWSbgORXnFY0WivPi3Ht9Lqm2yKeSF1fXoMg9altSj4aVEzdPB\nIcHRn6oyt57WD1oBFZU+t2LwitAhWT4OoW2JoDEf7w7isTfb0TR/CiZWl8DrcsDBATf8Yo/i+fS8\nu1INhOd5+PvDCcKueUk9Rkpyk5S0SaEWovS5Gw3rz6QmlE+VzvWY+F4FcEX8339ArN279GooYkVj\nGTmMlS+lkWOZPa/SRFBd6lH90U8e7TX043Y5OMVjOR3n3LJ6JhmtbXJhVcxxBCN9HpR73eL9cTk5\n9A9GxInd6Li0hJCWwNbaT61osPx4Qoj9ngevEjWVdAM4BOHr7wuJJl/hOCteak3qUVVZ4sb2e2bh\nr18OJDRylL4bZkzkmVgQ5sI7aYSUAopSeoXk3xPsHQ7DDqx8KY0cS61h20ifC4FQzJ5f5HJgpNet\naC5SqqKt9qM3+uOuLvGgeUl9kg+quuTcMfRMMlrb5FJVaen98feFRC3BzLi0hBCJBzjIBTYhqesQ\nKqG3NJRR343R61J650f63Pjelo8U3w3h/ZWmP1hRxkgLPYvBXHon9WCmmjkjz7DypZSXilkxZyIC\noQhO9Q4mldvpCYZxuvec/2NchRfrF12KCM/jzufP2fxXX31xgqCQCjz5+KwygzidHP4m3tI8EuXh\ndHCoLvEkVEHXY3bR2iaXMvKl6BmXls+JEIK5tdUJUWfntEYeaxfUJeQVCZF2nMO4MEm1SBC+l1a0\nry71oMLrMnxf1ISdWo+q7StnpXwXu/r1dU9OF70Lx1x9J9Uw2lG3glLabddgGPZg5UupVSpG/oMI\nhqNJIbn3bv0YTfOniJ8tqK9JMqukamNh1UrP6eTEgAgpRs2Scv+MsK/WRJ5NUmkdSoED8kVE85J6\nAMDOts4krVEp0u7RG+tMm71SlYaaVFWiGN2ZShAoCWH5+FqW1qv2qBqK8Jqt4zOpreg9l52Ffu3A\nqAa1H8Bk6QeEkOsBPAygkVL6W6sGxrAOK19KpVIxgPIPQi0kt1hi6kg3BNpq0jGHKu2rNpHbMW69\nQrXC61I0bwpah3yyU1pErHipFVsbZuLh62lSKPm910xWNcNKhY3LycHJpW42mWpR0h0cEoWTML5U\ngkDtOX9llE9sjNkVCOOJ332Kh65T7s2lJtDV0h+EsdnxbutdhOZSlQg9GBVQ7xBCOhALjLiLUroT\nwD8B+DmAHwNgAioHsfKllJeKkSL/QRS5lAXjQPjcNnpyljJJOqtepX3VJnIrMSpUu4NDeHLXpwla\nzpO7PsWjN9ahqtSTNNmpLSIopUnBDXo0nqpSj6V+UTMWArXnvLVhJhY/817S8VqW1idpaKlax29t\nmJmxd1vvIjTf8qaMCqhvIFYwtgjAiwBqAYwD8CsAj1k7NIZVGH0ptVbjqRIcpT+IUT5PkmB8/o7L\n4eQ4vLJiJroCYXz4WVfSaj6bK7p0zKFq+ypN5FZiVKiGI1HsbOtMqlzw8PXKIdJGFxF6zLDZ7k+l\n1WNM/vnOtk40zZ9iuHW8PP3BznfbyCI0m+kjRjEqoDgAPOKh5oQQBwAPpZQK9bDkEEIuBPAIYoJs\nN4CfxI/xSwDzAfwFwK2U0j/Ht78EwHMAxgN4BcAqSikf/24VgB8CGACwmlL6hsHxD1v0vpR6VrbS\nUjFaPwi5YPS6HTh9NoTbN72XYOO/2ObWDUZIxxyaLfu+UaGaapzyyW5ba4fliwg7+lMZEQRq98Cp\nkn7AcZzh1vFm0h/Mkm+akV4MVZIghMxHTLCEABwAcCEAF4D3AVxIKZ0r294F4BBi5r/3ADQDeBsx\nDewaAHMBTAfwKKV0BiHECeBPiLXy+FfEBNU+SmkzIeQqxATWdAABAP8FYBalNHEZKINVkjCGkcoI\nRgWElVUX7MrnsNoHlYkcE6P3VW8JJz2VIzI15lQYfReV7kHL0nqMLvXgtCQ5WM8zzLfcogyT1g1I\nq9QRIaSGUtoRD5RopZSekH8PYD6l9Bfxv/83Ykm/MwB8n1L6n/HPPwJwE4CxiCUGj6WURgkhUwE8\nQSm9khDyNIBeSukP4vs8AeBjSumzWmNkAsoYRku0ZOvYdpYYSkczy0aWvpkJ0opxpnufsj2pS8cf\n5SkeeaMNO9s6xdp/Do7oNofzPI8oBSi1z9eYp9hb6ijpbIQUI1Y54hPhM0HQyKGUdgAQhNPFAL6D\nmIluEYBWyabHEIsOLAfwEaVU0PP/gnNRg+MBvCDZR/odwyLsNFNlKqlSDb0Tajo2+mzY982Yd9Id\nZ7oCJhdMUtIKEtLFzs62TrSd7Eu52FG/B14mnCzCULuNuKbUAeC/AZQA+CMh5Fs69rsasf5R/Yj5\noTgAPZJNAogJJ7XPkeI7+fmWE0IOEEIO+P3+1BfGELGrfL+Vx+Z5KlYskDKuwguXU/mVtrtDcLYx\n0yZEwEy7ECs6ueZKSwez/jA7utkyEjGqQf0MMb/RDkrp2bgJ7rcA/kNrJ0rpLkLI+YhpQGsBdCEm\nXAbimxQDiALoRqLQKUYsoAKSfSDbR+l8GwFsBGImPr0Xx7B3ZWvk2GrajiBo1r/dnlSxYN3COvQP\nRjDKR8VtpUmz+VTiJR3U/CujfG5wHJdwz81qQvlWkUCLVPUU1bRurXtgtP2HGfKp6KtZjHbU9QE4\nKPn7WPwzRQgh4wkhXwcASmkYwBYAdYhpU1fGt+EATAPwOWLBFl8jhBTFDzEdwGfxf4v7SL773OD4\nGTqwc2Wr59ha2o6wat3Z1onH32pH47xavLJiJp67/XI89mY7lj37ftwncO4YqzYfxEC4cCbUVCit\n7Bs2teKj42eTNEezWoDdDS0ziZpmX+F1aWrdavdAaN1up6Ze6BYBAaMC6h3EqkZwhJA6xKLy3tXY\nvhTA64SQi+Mh6YsQEzQbAfw0bvpbC2AQwAeU0i8B7ALwdFywPQbg5fixtgD4f+2de5wcZZnvv293\nT890ZkJmDJMAJgiymHXEwTBAuOyycDxEdomykggeSJCwmORE1ssqZndljnqyrpsEFvGCSXAlEIgG\nCSwa93ARN3vhIiEEIgZj5OYACRmGDMy9Z7re80d3NdU9Vd1V1V3d1TPP9/PJB6a7q+qpvrzP+z7P\n732ei5VSi5VSVwAfA7Z5tF8ICYXCSoUGTeusdXdXL8s372LR+sd4cyDJ7q7erNPJb3fe9ebghBlQ\ni+E0szc33FodkN+VUJCh4EpjXdlbW5wfHhot6LzL2brdK5MlvOg1xHcNafl3BPgF8G/ASqcXa61/\no5T6G+BBIA78HPia1npEKdVJek9UN+nW8WYob1nm8e9ljluTOdchpdSFpCXrU4FPmnunhNqiWFip\n0KDpFI4ZTRlsWNLB9MY4SikMI73hsnNBG6u27aG1qX5cSDDoAbVaIRin98jaJdZv3yKTMIgcyomd\naKSY87Z7DwzD8NW63SsTKcRaCK8OaiqwVHvQpmutNwGbbB7fDGy2ebyPtCO0O9dO0vunhBqmWBWB\nQoOm3abMGy85mbpYhL+959e8cjhd3PQrF7Zx32fOprE+yiuH083uzJBgc6KOWS0Jjp4WnNqqmjLq\nQk31oPCmXC+Ou5YqEvjBjfPOfw/8tm4Pwja3hDmX5XWj7uvASVrrmpHGyT6o8FFsP1Sxwd36g6qL\nRUDDxd9/lFcOj6+yfuuVp7lud17OH2op+7TKvUfJusfHzabcMA1Q1cTv/rJKTEzKdZ0K2Fu5jbpK\nqeuB17TW/1zKRSuJOKjw4Wbw9jJoWh3ehiUdrN7+Tg5g7uxmvnzBnGzbD/MHOPOI+pw244DtD/XE\n1iZfFRT8bkou94BhGJreoSRDyRQpDQ11EY5srJ6ku9bw47wr5fBzP9t080+vn22QG94zVHSj7j7g\n75VS7yddaggArfXtpRghTC7chJW8hI/qYu/UT8uvvL27q5e19+9j67Izsq+1a3c+vSk+Lux440P7\nfPUZAgp2li1EOYuoOsnNtaHHyc0Fe/K/h6a4p5DzqWTo8/W3R0qazIQ9l+VVxXcW6Y22MeC8zL9z\ny2uSMNFxUk35XSH0D4+xblF7VgiQr9br7h8hHovy7pYpKJRtu/Ph0fE/1IUds237DLlRSsWjipsv\nPyVH4XXz5acQjxa+R6cBY2g05WkjLXiTm08U/Gw69nLuMEm7y6HkC/t2AU8OSmu91ObfVUEZJ0xc\nyrXXqmcgyRU/fIJ7n3qVW688jbajp7J+cYej/NnJAURtKlNMb4z7KqfU3TfCQDLFYDLFukXtbF12\nBp0L2vjuL/eTTBUezJwGjOSYwTVbdnsaFL3IzScCQTuQsEm7y7H6Cft2Ac+1+AQhTBiGwT9d/EGO\nbk7wh55Bvv3wflqnxrnz6nnEMsU+WxJ1ORUl7EJviXh0XNjxXY1xT0opu5DamoXtrL3/t+zuSlfp\n+upHdfa1dnkKJwXe2vuf40sfmcP1D+xzHfLzIjefCATdYj1s4bByKPnCvl1AHJRQdgolia3PJeJR\nxgzN6Jjh64dhGJo3BpJZeblVTn35D37FvSvPZnpjPMdpzG+bYdvbqDkRpzkR596VZzOUHOO5g32s\n3/G8p71TdgPkqm176FzQxvLNu3LK5xQSQsyZOZW7lp/Ja71D9Awkuf6Bfezu6mXvgb7sudwMil7k\n5hOBoB1Itfp9OVGuTtlh3i4gDkooK4UGX3hHKdfaVG+rrvOSi+oZSI7LEVkdgrWihPkacxPlXcvP\ntG2NkK5uTVYJuP9QP50L2pjeGOeY5gRHHdHgaF+hkJp18Cg2049EFFprFq1/zPFcbgbF/NmxKTff\n3dUbulBOOQjagZTLIZSLsK9+yoFXkYQgFKRQnN763IpzT8g6p/zXuaWYQ4jHoraveXDvoWwbdrv8\nlzUuv7url9Xb99JYHyvonMA5f2TKdt1Uyih2rsFkytOgaM31zWqZwjc+3l6yMCWs+MmneBFVlFPc\nUy7CUhE+KGQFJZQVRxVacoxoRNHaVM8rh4c4ZlpDtqpD79Ao63c8z+6uXk/hGKcZs3UQ7xlIep5V\n+52ZOs2w8ytWuJnp251rw+IOjm5uoDnhb5ZcrVBOpfYFef3cvOw5y7+HIKuQCO9QUkfdWkA26lYW\np41/nQvaWL19L+sWtXPvU69y+Rnv4TNbnsrJjdz26It84+PtrgdR230+eYN4pUsOuRmM3do0ESo8\nhKFzrhNuN6mG+R5qgOq1fK8FxEFVFiclm5non9WSYNPS07ny1ifGDQxbrp7HrJYpnoUSbhxC2Ab6\nYjaF0WY/VKBSgW/cVvsI8z3UAJVt+S4IhbCGWUw1nOmcIB3uq4sq+71IEeV5EHYTtqq2Sinf2bQk\n6gqWT5pIM/awSbOtuBVVhPke3FDLkx1xUELZMR2CVQ1nMqslQV004jkvVKvYOZv1izv49sO/yxZv\nvf2q02lqiGXl9tEIE6b7bxik2V72nNmJKtzeQxgdQa1PdkTFJwSGk6pqRlO9r93rQZaxCQo7VeOK\nO3axsGM2AK1N9bz+9jAX3/xotvrBgd5hWptyHVEtzditVLtSQaHqEm5VeW7uIWxlkEzCVv3CK7KC\nEgKjkKrKq0quVmeChaTwgK3cfvkdu1h90Uks3bQze0y5Vx1B5MCcjrF+1nWxCLGI4sBbQxVZZbjZ\nc+YmRFzs+5p/ndameg6+NUxjfZREXaxqq6laD0+KgxICxWkA8JoXCrqMTVAUKzeUX30d0vd2/JGN\nzG+bwcKO2UxvjDNjaj0tGadWKm76bZWjD9KGJR0c2RjPVk4H+5YmQU4yCm176O7DteMo9n21Xie/\nJ1k1J1NhCLGWgoT4hLJhDcG91jvE628N8ebACIf6hksOyxUeaMIb7rMLD61f3MFTL/WwYUkHrVPr\nufXK05g7uzl7zKyWBFMbonzuf76P1dv3smj9Y1z2g1+xv7u/LPdZLOzjJyzkpnJ671Dlw01OG56f\nO9hX1jCc9Torzj0h65ygumG1aodYS0VWUEJZsJtB3/CJk2moi/CZLbtLnkk6zQSfO9jH6u17Qxvu\nswsPNTfEUHNn5fSZWreonbX376O7f4R1i9pJjmnbVh/lWDEWC/v4CQu5qZy+ddkZFQ83tSTq2LCk\nI+e9Nrc9lPM9tQounFbF1Qir1Xo5JFlBCWXBbgb9xZ88w5sDo65mksUEEHYzwTUL21m/4/nQJ37z\ny9H0Do+Ncz7X8s8+9wAAIABJREFU3r2Hf77kZDoXtLH2/n0kU0ZgK8ZiPYD89AhyOsZaOT2lqWjv\nIcPQ7O/u56Zf/I7OBW388ot/RueCtnHbHoo5DjfiHKsjMMtbWalmWK2WyyGJgxLKgtMMeko8Ou6x\n/AHBjQLKOgD857Xn+hpoSqGcCkKn9+pQ3wjLN++iu38kK8W3Uq7QVLGwj5+wUKEJhPl3Q12kouEm\nc9L04N5DLN+8i/2H+lm9fW/2O2PaUMhxeFHnmY7g6GmJmg6rhQkJ8QmOeFFyFaqLZ8VuQHArgCi2\nvyrImbjfmm1271kh4US+FN+uIkepoaliYR8/YaFIRHFiaxN3LT+TsZSBBr6RVzn9yMZ6jmysr1i4\nKX8i4LV9Cjh/N7cuO6Ngy/daDquFCXFQgi1elVx2mx7NHJQ5GDsNCF5zHpVue+DWgbp9z2wLwWYU\nb2YPKzcVOcIkFTbDada+W9dd2MZXP/oB25YmlSB/IrC7q5fbHn3RsdWKHU7fTTOE7fSbqHb1komC\nOCjBFq+y7vxZo1KKqIK6WIR7Vp5VsCmhVylspWeobh2ol5WgG/tLXTE6reaCkJnb9d3ae6CvqtsA\n7CYCXzh/TtG2KVYKrXZrZatDLSM5KMEWP0ouazL2mOYEM6cleFdjPTOmNhRM0PrJeZSS+M3PJ42N\nGQXzS25FA17eMy/2++1z5JQ7CUJmHsYNoeXo31Qst1bte5zoyApKGIdhaCJK8Yu/+TOiCg6+PZyV\nQAeR56nkiih/dTC/bQaf/fD7xrWAtw5kbkOKdTH7GoN1sdLmgX7en0KruSBk5mHdEFpqqC0n1Dqa\n4vlD/Tmh1jDcY6mEsYagiTioChDmL0A+duGddYvaWbvogzTVx8pWzSCfSsXs8wfuhR2zs84J7MNy\nbh1ELKJYt6g9p439ukXtxDx+1k7fFy/vTyEnU8yZ+HE2YWuHXk7M994wNAMjY3T3jwATQ50X9hJi\n4qACJuxfgHzsZt7X3r2H1RedBEDvtLHQ2u6G/IHb7aZKNw5iKJli7f37cjoFr71/H9+9bC40jn+9\nnSOC8pQDKuRkijkTP85mMijXJuI9hr2EmDiogAn7FyCfYvuZwmy7G/IHblPaXY7QVDwWpbs/vZep\n2LmcJi7Tm+Jl+b4UcjJByMzN42r1e+GWiXaPYcwdWhGRRMCE/QuQj5MgYDCZyiqXkmOpmmt7YZKf\n9N62q4v1izvKsqnSbVuG7r4RDrw1ZFv9eihZnu9LMYFAMZGG2S8pHouSHEvRM5Csqc9ZcIefqiGV\nRFZQARPW5LETdjPvdYvaScSjfP2ne5nVkiBl6GwL7LCHLPOxWx20JOrKErYptvKwrppu+MTJ2e+E\ntfp154K2sn1fSpnt11poWvBH2HOHSuuJPSs69dRT9ZNPPlm161frh16KMMMwNG8MjDA8miKC4sBb\nw/zjvz1Hd/8IG5Z0cNMv0t1gTea3zeBrHzvJ9ebHyUp330jWsW9Y0pHd22T9/7C0anhzYIRnut5i\nSjxK79Ao63c8T3f/SE2HdwV7AhZxlXQiWUEFTLkSq16+RKU6xUhEMWNqQ/Zc9XVRvnvZXOKxKIZh\n5DinubOb+dRZx3PJhsdkpl0Ea7jXWnbHKtTY3dXL9Q+khRYnzmji5Z5BZh5R2QKfhqE50DtM533P\njiuzFERoupZUrhORMOfVJAdVAUqtJuy1nXQ52zyPtz23iOmXL5hDcszghk+cnO5v1FQf6sri1cQa\n7zcd0eqLTuLdedWvd3f1snr7XvYf6mfppp0MJSubr+wZSLI8T3q/atsePvvhE8semq5kq/RyFvwV\nKoM4qBrAq8MJUphhFQLMnd1MU32Mzvue5dKNj7N6+16+9JE5tDbVl+VaE21AyRdRdPePcNS0Bo6a\n2uBYraAa+Uqn78/xRzaWPTdRzslUISrpCIXyISG+GsCrw7ETZsxvm4FSilcPD5ZVCHDpxsfHzbRX\nX3SS46DqNpwzEZP0hcK9c2ZO5Z6VZzE4kuLFNwa4/oF05Y5qJKydhD1T6qNlf+8rpXKtte0eQhpZ\nQdUAXqWg+TN1s5zPJRseK8vs0Rqz9jLTts5ir9mym2dffYs/vDnIob7hcbZUamZdaZzCvWbe79h3\nTeGkd0/ju5fN9VU7rhw4yeWPbCz/QF4pmXOtbfcQ0sgKqgbwKgW1qyxuihigfLNHrzNt0+m0NtUX\nVaoZhpFTkWH9jufZ3dUbeFPCaifrw5CwrmTFhErJnGttu4eQJnAHpZRaDqwGmoGfAlcCI8D3gYuA\nF4DLtda/z7z+g8CtwLHA3cA1Wmsj89w1wFeAQeCzWuufB21/GHCzv6ZQ7bZXDw8GMnt0GlycZtrm\nLLZzQVvWOZm2WB1mWuaezEqvzZzMbY++GIqmhJOBSjnKSjnDsO/3EewJ1EEppU4H/ha4AHgZ+Dnw\nWaAeaAOOB+YBdwBnKKViwL3AzcC3SDuqZcB6pdR5wNczrx8A/ksptVNrfYhJgNOA4WZgDWr26HVw\nMe0oVv+uZyDJ8s3jVWRbrp5X9aaEQvmphDOciHX0JgNB56CSwCe01k9prXuAh4DjgMuAb2qt+7XW\nDwMNSqn3knY+RwA3ZVZN38q8lsx/N2mtf6+1PkDa2S0I2P7Q4yZX46efkEkxJZ2fvkaDyVTBvINT\nviAaUVVvSijULqVu9xAqT6ArKK3103kPXQjcCHwK2GV5/EVgDukw4NNaa3NUeCHzOKRDfrdZjrE+\nN2lxM7D6nT2WO+xl2jHziHo2LO7I7rXJd5jVyBeUek1r9Y2oUiTiUZoTMkMXhFKomIpPKXUV0AD8\nKHPdXsvTA6Sdk9PjFHku/1rLlFJPKqWe7O7uLs8NhBS3Kig/s8cglHSRiOJdjfW8/+gjHAuZlrLi\n80upq8x9r/dx8c2Pcs7aHVy68XH2HezjpZ4B2WcjCCVQERWfUmoOsBb4iNZ6TCnVQ9q5DGZeMgVI\nAYfJdTpTACPz/z02z9nGX7TWG4GNkK7FV6bbCCVBJn/LEfZyEnAUyjtEIooTW5u4a/mZjKUMYtEI\nM5r8h2TcqPNKyVEU6qE1taFOcliC4JNKqPhagPuAv9dam2G9R4BzgB8rpSLAqcAaYD/wIaVUg9Z6\nmHRO6qW8Y7Zk/p4H7Ana/rATZPK3HGEvPyFCw9Ds7+53PK6Qw8l/riVRV/BcVvwm6wv10JIcliD4\nJ9AQn1KqjrSY4eHMqsZkI/BPSqkPk3ZMw8BOrfWbwMPALUqpPyG96rozc8xW4GKl1GKl1BXAx4Bt\nQdpfKwSV/PUT9rKKKg6+PcyND+3zHCIsFFosVLLG7rnX8vou5dtQjnJKhXpoyT6b8Uy0ElZCcAS9\ngvpz4EzgRKXUwsxjj2qtL1ZKdQLfBLqBj5p7nUjLyr8JfA94kLQDQ2t9SCl1IfCPwFTgk+beKSEY\nvK7O7FZMaxa2092XZHdXOn3oJkRYKLRYSA4OjHvuUN+I47nKJQJx6qE184gG2WeTh+w3E7wQtIrv\npzj0A9FabwY22zzeB1zjcMxO4Pxy2igUxkvYy855mE34zDbobkKEhUKLxfJi+c/1DCQdz1WuvU/W\nWnrDowZRhaj4HJD9ZoIXpBafUDacnMcftTaxddkZ3HrlaWxaeprjqsIM/RiGwYYl9m3YC6kW7Z7b\ntqvL8Vx29pqV2P2EnxSKqEo7WHFO9sh+M8ELUouvhqlE7Tgv13Ba+fzhzUGWbtrJrJYEG5Z0OF7H\nGvqZ3zaDLVfPIxpROdctplrMf+4L58/hxNYm2zBlvr1zZzfz5QvmZCu0exF1SNjKHVITT/CCtHyv\nUSoxKI6NGbz2VjqP0zOQZNuuLr5w/hzHa9jZtG5RO2vv35fNQc1qSdiGc6zt0E2cXjs2ZnCof4TR\nlEFdRoIei0WyNuSr+A4PjToq/qz23nrladkussVs8Gt7JQlD8Vs7m8SZTyqk5ftkJOhYvmFo9h3q\ny9bEMwUPNz60j298vN32GvmiCq3hr3+0O+ucTDsNw6C7byRn4HQb+ikmQbfmzIoNhvn2prT2FX4K\nY9gqrI5AauIJXpAcVI0S9KDoVLB1YcfsgtewSt7jsQjd/SM5z89vm8EbA8lxMvFE3F1FDC/VLdy8\n1mpvoi7mqzdRpXoaeSHM/bSkJp7gFnFQNUrQg6KTAzSFCsUwDE3/yBjrFrXnNE78Px/9wDjH9+nb\nn2QomWLL1fNY/qfHsWFJB3evOJM7r55Hc0PuIt+LY/bqxP2WO7I7bsPiDqIRsvuzKr3vJ4yrOkHw\nioT4apSg+9s4JbNnTK13dY2egSRX/PAJWpvq6VzQxjHTGtDAwbeGbQfOVw4P8cWfPMP3F3fwnYd/\nx4N7DzGrJcH6xR388cyp2RyTUsrWLk06F2SGiwxDkzK054R8fSzC6otOYko8ymAyRX2s+BzOrmX7\ndf/6LN39I9x+1emMjBk5n9OGJR3MmfHOPbmlHIKVWhYjhDGnJgSLrKBqFGss367gaqnYrgqWdHDM\ntISra5gz+N1dvSzfvIvX3hpm5Z1PZfclWZnVkqB3aJRXDg/xv+/YxcKO2UDaca24YxeHLGHCqII1\nC9tz7Fq3qJ2/3rI7p6pEz0CSf/j53nGv3bCkw9HBmk516aadXLrxcZZu2skVP3zCVVgsElEoFIv/\n5Vcs3bST3V29vHJ4iJd7BseF2tLvx5DtSspptVWogoYd1Si4GyRe71+YGMgKqoYJstFbqcns/Bm8\n2aRw/Y7nWbOwPafd+5qF7Vz/wD4gPYA3J+qy53nl8BBjKSP7dyQS4bZHX6RzQRsntDbS9eZQjkrQ\nFIokx1I8uPcQ3X3JnNbxRxa4h1LDYnbHT4lHbc95qG+ERDyW8/kVEjZ4FcVMNDGCbPCdnIiDErLY\nhVD8/vinN8a5/arTeblnkCnxKNOb6pnVkmB3Vy/XP7CPzgVtTG+M0zwlzrU/eSZHht47NJo9z6yW\nBLFoJOe8Xzh/Dp++/Ulu+MTJLN20M+e6pkMxHaS5gjPPZZZEsqPUsFg8FmV+2wwWdszOOkSdOUf+\nOXsGkhw9rSHn+EKDsB/nWam27ZVAcmqTEwnxTRKKJeqDCKGMjBl03vcsl258nLX3P8f3Lz8l6zRW\nb99LY32MiCKr9JvVkuD7izvYtqsr+/f6xR3MaHpnkLWuDGa1JByFIl5DXIah0Wju+Kt53Hrlacyd\n3ZwNCbZYVnSFaEnU8dkPv4/V2/dy6cbHWb19L0c2xcdVslizsJ1tu7rGOb5Cg3AYlYKVZLLf/2RF\nNupOAtzsiSn3ZlO7881vm8F1Cz7A4YEkRzbFmTm1gUhE5azamhtidA8kc/pAOYkJit1XoQ29xc7z\n/ctPoX9kjFsfebHg5uRi9zyrJcF915zFwHCq6IbnQp/B9MZ4KPc1VYqw7usSilLShyMOKmQEoVRy\nchZf+9hJaK2Jx6IYhsG8b/5y3LGPrDqPd7dM8XzNVw8Pcvaafx/3+N0rzmRkzOC2R8cP/H7u3ekY\nLwOak2Mwi9y6ddRO9/zIqvM4elqi6L0Vs3myq9gm+/3XKFJJYqIQ1CwxP3Q0d3YznzrreC7Z8FiO\n9Hl+2wwe3Hso+7pSQihmSKa1qZ4V555Ac6KOwWSK1qn1fP7HT2dzTqaTrItF6B8e44ofPuHp3p3y\nLF6S6k6hNVOs4TbX4XTPiXjUVT6omLBhIuWU/DDZ738yIg4qRASlVMpP/q8494Ssis68zvLNu7jz\n6nnsPdA3bl+Vn5mrKZLo6R/hC3c9kz3nty79EGDvJNctaqe1qT67L6qUe/eSVHcSR5hiDbeO2rzn\n198e5tq79+S8j26rm8sgLAjvICKJEFHu9g8mLYm6nET99Ma47eDdOzjKlqvn5eyrAnyJJyIRRVN9\nLOuczGt8fuvTfOXC99s6yWvv3sOKc0/IscmPSsswNEop7l5xJhuWdDB3djPg7GjsBBXrFrWzfsfz\nnvYPRSKKpoZY1jmZ9xCWEkOCUGvICipElKv9gxWzuOpNv/hdVtp91LQG2xXDwbeH+cyWp3JWLd19\nI75XdcNO5ZKa4iQc9gdZ90D5CTGaYdIbH9rHwo7ZTG+Mc8MlJ7P1iZf5y1Nm2zqa/NBaXSxCLKL4\n7mVzPec6RscMkUMLQpkQBxUCrCG0LVfP4x9+vpcH9x7isx8+0XY2Xsw5mOczDIMxQ2cdjJlfmt82\ngw1LOsZVKr/+gX05g6lhaJJjKW74xMn0Do2yfsfz2QoJxQZcw9BEHMoSvfTGIO+b2WT73GAylf1/\nP5UPegaS3PjQPj511vE5m4E3LO7gxNYmR0djG1pr9HRpYGKWGBKEaiEqvipjJ4zYsKSDIxvjjKQM\nzlm7Y9wxhZR11hXEp846nvpYhEXrH7M9x9CoQe9gkp6BZNb5FJI1m06su3/E0UkahuaNgREGR1Jo\nNGMpg6Wbxp/ju5fN5e3hsXGCkJlH1DOU9K/SevXwIM++9jart+8ti2TerVTdev8ihxaELKLiq2Xs\nhBHLN+/i3pVnk4hEPM/GzfN1Lmhj1bY9dC5osz3H717v59sP7+dLH5mTHcytqxY7u1Zt28Pqi07i\nqGkNtisbW2e7uIMbL/kQhtb0Do1mHVw8FmXOzIS9Ys3HysUwNL1D6TyPU47Na5htbMzgt6/3seKO\nd1aa+cVr85loJYYEoZqISKLKFFKb+Sn4aZ4vv/ZdfiuIbz+8P6fs0NZlZ7B12RnZmb6TXSfMaHJc\nDdg62zt20Tq1ni/+5BmWb95Fd/9I9h7K1RfIMDQv9Qyw72AfX//Zb3hXY7wsVQcO9Y9knZN5P/nF\na+2QfkeCUB5kBVVlCuUsis3GzXDa8GiKqFIk4lHqYpGsRNqsCzclHuXWK08jmTJomRKnoe6dRoJm\nrTozBGae28muRF00Z8C15s+cOtIeHkyy+qKTOGFGE4m60jbg2tEzkOTlnsFsu/bmRJzvXXYKn9ny\n1LiVoRdGU/aCB2vxWq+2CoLgHnFQVaZYXyenfTF24TSzOeAtV5zKvz7VxTX/40RW3vlUTnjKrGu3\n5ep540rvWAdwN/2m8m249crT7PcTDY6mlYPN7lp1FMrjAOOcQXIslVM1/K5dr7D/UD+dC9p4/1FT\nScRjvpxGXdQ+xGotXis5J0EIDhFJBIDXGbWfGbhTeZ7VF53EybOnMTxqZDfBWp+/Z+VZ9PQnx4ky\n7BroFbMr3wZTFm/dpLphcQdHNze43qha6N5+es3ZvP72iK2w4pmut7IrKOsxbhWPdvfoJgdV7hqG\ngjDBEJFEmPAzo/ZTPcApRzQlHmUoI9W2e344mWJgZIzOBW1Z5Z4pysi3oZhd+Tbs7upl7f372Lrs\nDADf4S6nextKpmz3ZN2z8izeM30K6xa1j6vgUCisV+yzisUi/PHMqdy1/EzH4rXSBkIQgkNEEmXG\nqVxRuSsJOLUfGMxItJ2ef757gEXrH2P19r186SNzmDu72feAancNU6FXikDAyXanHNfomMFx0xuZ\nc9RUtq04k/9edR5bPj2P6U2Fc05uPqtYLMIxzQmOnd7IMc2JcatMaQMhCMEhDqrMBDmjtvZ0ikbg\nliXjy/O8Z/oUpjfGHcv3fPvh/VmbVm1LlxbyO6CWo624XZ8qp/M21Dk7g0hE0ZyI8+bgKJ/c+Djn\nrN3BxTc/WrAsUzk+q4nWWl0QwoTkoMpMUDkJu3DU7VedTlN9jOExg6iCRDyak+ux5lcArtmyO1tF\n3OTuFWfSWB/zndQvRcHmVQwBFAzJeX3vy/VZiYpPEByRflCFqLSDCkrVVWwwtZY3SmmyfZ7MwdLp\n+K3LzmDm1IaC1RHc4nWg9uMgCl2jUD8mu8obosAThMARkUSYCKqSQKFwVH55I2sNOnPAtZONr1nY\nztd/9hvXHWML4Wew9xNiKyTc8FoHT6o+CEK4EQcVAEH09Ck0+OaXN3IqLjsno0h7rXeInoEk1z+w\nj91dvew90Ge7avG6WfbGh9JVKZoTdfQOjXLjQ/v4xsfby+ZQitnlZu9WPtJ/SRDCizioGqHQ4Hvg\nraGc8kZWrCuSSEShtR5XPNZu1eJ1RWQYxrjV25qF7RiGMe611nu6/arTeblnkCnxKIPJVFbk4UQx\nu2RFJAgTB1Hx1QjWwdfaUDASUdmVyGjKKCp5diuL9iqXT2nGrd5WbdtDqkiKc2TMoPO+Z7l04+N0\n3vcsI2PODs2NXVIHTxAmDuKgaginwddciUxtiGXLHYG95DlfFj2/bQZbrp5HciyV07HXa35IO+xR\nKiTC8bNnTDbGCsLkQUJ8EwCz1fgVP3yC1qb6bB5oMJli5hG5qwjrSswwDN4YSHLZD341LlzmNT/k\nJ5/kx9mEpSGgSMsFIXhkBTVBMFuNm6WLLt34OEs37cyWPbJirsQikUi2qy7krmC8bkD1s2HVTxWG\nMGyMNfNgH7/5Ec5e8+98/OZHCm4IFgTBH7IPaoLgZ09RsX1DQRe99bsPyXqdRDzKmKEZHTMqtpKR\nArGC4BrZByW4a4+RT7FwmVcJtp/X+1Hdmdep1kZbyYMJQmWoSIhPKfVBpdSvLX/XKaV+oJTqVkr9\nSin1R3mvfVIpdUgpdbNSKmJ57hql1AGl1PNKqQsrYXutUEjl54SfcJld7bxS7faruqtUYd58pECs\nIFSGwEN8SqlTgLuBiNb6uMxjXwfOB+YD84BvaK3PUErFgN8CNwPfAm4FHtNar1dKnZc5zzxgAPgv\n4Cyt9aFC158sIT6/eAnLhaU0kGnzYHKM3x7sy7YNMXEqbVTO64fhfRCEGiDctfiUUpuBu4DvWBzU\nfuBvtNY/y/z9NHAxcDRwL3C01jqllJoL3KS1PkcpdQvwttb6i5ljbgKe0Vr/sND1xUGNx68CLQy5\nFzvnsGZhe7YqRqXsERWfILgi9DmoK4D35D12LLDL8veLwBygGXhaa20G81/IPG4ec5vlGOtzgkvc\nzP6dBl/DMHJKGZkrl0rmXuzCequ27aFzQRurt++tmKJPSiQJQvAE7qC01lqpcU40Alj7PgyQdk5O\njxc6ZhxKqWXAMoBjjz3Wr+kTEqe8jbUqup0DO7G1iTcGkqzevjdn5XLboy9WNPfiJFB4/1Hp/Fsp\nKxlZFQlCuKjWPqgecp3LFCDl8LhR5JhxaK03aq1P1Vqf2traWjajJwLFFGhODuxQ/8i4PVOrtu3h\nugvbAlux2AkynAQKiXispNJGXvY2lVsoIgiCPdWSmT8CnAP8OKPSOxVYA+wHPqSUatBaD5MWRLyU\nd8yWzN/zgD1BGVgrs2mvdhaTljs5sLFUeiPw3NnNrDj3hGyYrz4WCeR9KbSSy5fTb1jcQTSSPsav\nLcVWlsXsEoFE7VArv22heg5qI7BBKdUNXAAMAzu11oZS6mHgFqXUBmAtcGfmmK3As0qp/ya98vsY\n8NUgjKuVQajQIH54aNT2B1hsv5STA4tFI8xvmzGuYvmGJR20Tm0o+/tSyGHMmTmVe1aexeBIihff\nGOC6f32W7v6Rkj4jt3ub3DoyIZzUym9bSFOVEJ/W+gGgE/gm0AZ8VGtthvKWAW8B3wN+QXplRUZO\nfiHwKWAl8Emt9e+DsK9a+2u8YmfnjQ/tY98h51BVsf1STnujZjTVc92F4/tNLd+8K5D3JTmWorWp\nng1LOti67Iy0I2yqJzmWIhJRKBSL/+VXLN20k91dvSV/Rm73Nskm3dqmVn7bQpqKrKC01i8Bx+U9\nthnYbPPaPuAah/PsJL1/KlBKHYQqFUKws3Nhx2zb+nrWGX4hBVqh6g7RiKrY4JyIR/nyBXO49u53\nVmvrFrWTiBcORfq1xW0ljrAUqxX8IROM2kKKxdpQSqWAShYStbNzemO85B+gU3WHSlZQGDN01jlB\n+h6uvXsPY5n3sdy2uK3EEYZitYJ/pApIbSEOyoZSBqFKhhDs7JwxtT6wH2AlB2ezOruVVw4PMZpp\naBiELW7KLvkpKSWEB5lg1BZSzdwBv2G6YhXCy339/Ne1JOrY390fWBK4UuFLN1UrRI0l+EG+NxUl\n9JUkahK/lQLKkaPwojSys9NPhXC3dlXqh+0mJyTVHAQ/yPemdpAVVJkph4w1DDXv8qmGPFdmuoJQ\n88gKKkz47XFkJYxKo2rs/5GZriBMbsRBBUCpA2sYpcxhdJqCIExsRMUXQqqtNPJSA6+W5bmVrKkn\n9fsEwTuSgwop1cq/FCqfFKQ6MCicW4eUN6dW6POS8jrCJCbcDQurTa06qGpRSKAxvTFeU6KFQo6h\nZyBZNiFKMQcURtGLIFSIkgYICfEJORTKNbnZyBomCm2aLmdOrdjmbMnfCYI/xEEJOUykXFMhx+D1\nPgvlkIo5oIn0ngpCJREHJeRQqkCjFDFAuYUEhRyDl/ssVl+xmAOqtuhFEGoVyUEJ4/Ar0ChFDBCE\nkKDYOd3eZ7EckhvbZdOxMEkRkUQhxEFVjlLEAEEJCcrhGNzUVxQHJAi2SCUJIRyUIgYISkjgZ9N0\nvrOpi0WKbpyWqheCUH4kByWMw28uqBQxQFiEBHb5pv7hMckhCUIVkBCfkEPQeaRKbZz1i1Oo8afX\nnE3KQEJ4guANyUEVQhyUN7zkguycDeC7okIY8jjl6uclCAIgOSjBC8WcgNtcUCFn45SLKVYRPQx5\nnDAW6hWEyYrkoCYRxfbzgPtckJ/W9rVQUUH2LAlCeBAHNYlw41TcDtB+nE1YhBCFsPbzemTVedy7\n8mwp6ioIVUJCfJMIN07FbcNFP6EwN23cw0AYQo2CIIiDmlS4dSpuBmg/zqYc3YYFQZg8iIpvElHJ\nHkiCIAiIzLww4qByEaciCEIFEZm54B7JrwiCUCuIik8QBEEIJeKgBEEQhFAiDkoQBEEIJeKgBEEQ\nhFAiDkoQBEEIJeKgBEEQhFAiDkoQBEEIJeKgBEEQhFAiDkoQBEEIJeKgBEEQhFAiDkoQBEEIJTXn\noJRS5yqlnlNKHVBKdVbbHkHwg2FouvtGePXwIN19IzldjQVBSFNTxWKVUi3AvcBfAT8DHlBK7dRa\n319dywT8RKCNAAAIk0lEQVTBPeVueyIIE5VaW0H9BfCC1voerfUo8B3gsirbJAie6BlIZp0TpLsa\nf/r2J+kZSFbZMkEIF7XmoI4Fdln+fgGYUyVbBMEXybFUTldjSDup5FiqShYJQjipNQcVAXotfw8A\nzfkvUkotU0o9qZR6sru7u2LGCYIb4rEos1oSOY/NakkQj0WrZJEghJNac1A95DqkKcC4aafWeqPW\n+lSt9amtra0VM04Q3DC9Mc4tV5yadVJmDmp6Y7zKlglCuKgpkQTwCPB5y9/zgJerZIsg+CISUcyZ\nOZV7V55NcixFPBZlemNcBBKCkEdNOSit9a+VUm8qpdYCDwDXAV+pslmC4JlIRNE6tb7aZghCqKm1\nEB/AxcDRwA3AzVrrO6psjyAIghAANbWCAtBaHwSWVNsOQRAEIVhqcQUlCIIgTALEQQmCIAihRByU\nIAiCEErEQQmCIAihRByUIAiCEErEQQmCIAihRByUIAiCEErEQQmCIAihRByUIAiCEErEQQmCIAih\nRGmtq21DoCiluqluxfMjgTeqeP1iiH2lIfaVRpjtC7NtUBv2/VZrfYHfE0x4B1VtlFJPaq1PrbYd\nToh9pSH2lUaY7QuzbTA57JMQnyAIghBKxEEJgiAIoUQcVPBsrLYBRRD7SkPsK40w2xdm22AS2Cc5\nKEEQBCGUyApKEARBCCXioEpEKXWuUuo5pdQBpVSny2M+qJT6ddC2Za7lyT6l1HKl1CGlVFIpdbdS\nqilk9h2nlLpDKbVDKfU1pVR9mOyzHNeaeR+PC846X+/fg0qpbqXUwcy/pWGxLXNMRCn1uFIq8K7Z\nXuxTSn3a8p4dzHy2Rljsy7z+c0qpP2Rs+4FSqiFk9nUqpV5QSnUppdYppeJFL6K1ln8+/wEtwGHg\nYqAO+CVwQZFjTgFeAF4Km33A6cCLGRunA48Dfx8i++qA54AlwPsyr/+7sNiXd+y9gAaOC5N9wCFg\nSti+e5bjPg/sCKt9luOvBH4UFvuAPwZ+CxwBNAD/D7g2RPb9JbArc1wT8B9AZ7HryAqqNP4CeEFr\nfY/WehT4DnBZkWO+AHwucMvSeLUvCXxCa/2U1roHeAg4LkT2HQV8T2u9WWv9O9JOoC1E9gGglLoS\nmAb8IUDbwKN9Sqn3Age11oMB2+XZtox9xwNfBVaG0T6TzMz/K8B1IbLvJGCP1vptrfUw8N/Ae0Jk\n3xJgo9b6sNa6H9hKekJcEHFQpXEs6VmByQvAnCLHXAFUJLyHR/u01k9rrZ+0PHQh8F8B2Qbe7evS\nWn8XQCn1PuCvgB+Hxb6MXccCXwM+RXoFFSRe7TsdOEop9YpSqkcpdbNSKhYS2yA9yA0A/5QJAbUE\nZBv4s8/kcuBXWuvny27VO3i17xngXKXUB5RS7wb+F/BvIbLPAGZY/v4QcLDYRcRBlUYE6LX8PQA0\nFzpAZ9a7FcKzfSZKqatIhwp+FIBdJr7sU0p9GHgE6Ad2BGJZGk/2KaUUsIl02LErQLtMvL5/Y8Aa\n4HjgROA00qGqqtumlDqN9IRoM2l58geB+wKyzbN9eXwOuKnsFuXiyT6t9X7gAdITtp8DXcDDYbEP\nuA1YpZT6v0qpW4CrgdvdXETwTw+5H8oUIFUlW+zwZZ9Sag6wFliitR4LyDbwaZ/W+mHg3aR/hGuC\nMQ3wbt/ngANa6yCduhVP9mmt79Za36C1HtVav0namfquk1ZO24CzgSe01n+ntd4OLAb+VCl1ZEjs\nA0ApdSoQ01rvDMguE0/2KaUuA5Ja6w9qrT8E7AS+Fxb7Mp/pfNL5qrOBf9daF43OiIMqjUeAcyx/\nz6O6hWnz8WxfJqxyH2lxxK5Cry0DnuxTSh2rlPoTAK11knQcuz0s9gGXAPNNpRcwG9iplLooDPYp\npT6plLKGWWYR3ITK63s3Brxk+XuYtG19Zbcsjd/f7uXAXYFYlItX+84BnrX8/RjwJwHYZeL5/dNa\nP0p64ns08GVXVwlK5TFZ/gHmm/7hzAe02MUxx1EBFZ9X+0jPbh4lLUQI3fsHfAB4k7SCLwpsAb4Z\nFvtsjn2JAFV8Pt6/G0mHz5qADtI5gIUhse1E4ADwXkCRzuP9R1jeO8sxLwCnB2mXz/fvi8ATmc/1\nVNKh77vCYp/lmG8Ct7q+RiXe6In8j7SybDPwNLAq89ilwD0Fjqmkg3JtH/Ax0on97szgdbDQfVTj\n/SOdM3kJeA24BagPk315x1bCQXn5fI8gvToeAPYBnwmLbZnnFpJeBbxBeoZ+fMjsOz7z3sWCtMvn\nZ5sAbs28dyOk80/vDot9medmA68DR7m9hpQ6EgRBEEKJ5KAEQRCEUCIOShAEQQgl4qAEQRCEUCIO\nShAEQQgl4qAEQRCEUCIOShAEQQgl4qAEocIopT6vlHJb900QJi3ioASh8nwe94VJBWHSIg5KECqE\nUmpNXo2+g0qpk5VSLUqpOzOdSX+vlPpY5vU7lFJblVKvKaX+WSn1hFLqRaXUu5RSLyml1me6k/5W\nKXVuVW9OEAJAHJQgVAit9Sqt9VGkq7CfprU+Smv9DPAt0jXeZgOfBDYppZoyhz0HrCDdX+rPSXcx\nPSnzXIR0X54vAz8OusW3IFQacVCCUH0uJO2EXgG2ky7a+97Mc/8JvA38Rqe7HL/NO7/b7+k0P808\n5rbhniDUBEF10xQEwRvna62fBsgIKAYyjxt5/7VinWAqwtWLTBBKRlZQglB5usmskJRSraRbc39G\nKRVVSp1AOgR4jIvzXKPSfBwYBfYHZbAgVANZQQlC5fk7YINS6l3A90mr+m4m7ZgGgRVa65fTHeQL\n0ke6D88g8Emt9UhwJgtC5ZF2G4JQgyilXgLO1Vq/VGVTBCEwJMQnCIIghBJZQQmCIAihRFZQgiAI\nQigRByUIgiCEEnFQgiAIQigRByUIgiCEEnFQgiAIQigRByUIgiCEkv8PbtOEcggqLk4AAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kcSZrxbf7VIO7F4BzKr6/1cy+A/wJsIXq2VMrMLAxs4XqwNMK/L7GaywDlgF0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\nIpIoBSIREUmUApGIiCTq/wEK2lKvtmnwewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 仅高相关对的散射图\n",
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data, height=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()\n",
    "#    temp and atemp,天气温度和人体感温直接关系\n",
    "#    atemp and cnt人体感温与租车数相关很大，温度合适租车会比较多，同理天气温度也是如此\n",
    "#   weathersit and hum 天气情况会直接影响适度，因此关联度较高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 从原始数据中分离输入特征x和输出y\n",
    "y = data['cnt'].values\n",
    "X = data.drop('cnt', axis = 1)\n",
    "\n",
    "#用于后续显示权重系数对应的特征\n",
    "columns = X.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分割数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#将数据分割训练数据与测试数据\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 随机采样20%的数据构建测试样本，其余作为训练样本\n",
    "#X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=33, test_size=0.2)\n",
    "#X_train.shape\n",
    "\n",
    "#训练集，本例人为指定\n",
    "X_train=X[:365]\n",
    "X_train.shape\n",
    "y_train=y[:365]\n",
    "columns =X_train.columns\n",
    "\n",
    "\n",
    "X_test = X[365:]\n",
    "X_test.shape\n",
    "y_test = y[365:]\n",
    "columns =X_test.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据预处理/特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "E:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "E:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "# 数据标准化\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 分别初始化对特征和目标值的标准化器\n",
    "ss_X = StandardScaler()\n",
    "ss_y = StandardScaler()\n",
    "\n",
    "# 分别对训练和测试数据的特征以及目标值进行标准化处理\n",
    "X_train = ss_X.fit_transform(X_train)\n",
    "X_test = ss_X.transform(X_test)\n",
    "\n",
    "#对y做标准化不是必须\n",
    "#对y标准化的好处是不同问题的w差异不太大，同时正则参数的范围也有限\n",
    "y_train = ss_y.fit_transform(y_train.reshape(-1, 1))\n",
    "y_test = ss_y.transform(y_test.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.39259239 -0.30702114  0.         ..., -0.09163262 -0.14173046\n",
      "  -0.44534813]\n",
      " [-0.39280213 -0.30888232  0.         ...,  0.1701507  -0.22491557\n",
      "  -0.44459197]\n",
      " [-0.38293598 -0.30279693  0.         ...,  0.16612707 -0.22492315\n",
      "  -0.31747134]\n",
      " ..., \n",
      " [ 0.46435995 -0.36718087  0.         ..., -0.25484971 -0.20717976\n",
      "  -0.14362104]\n",
      " [ 0.50319402 -0.39568965  0.         ..., -0.2176995  -0.09829255\n",
      "  -0.06097232]\n",
      " [ 0.47045037 -0.36790884  0.         ...,  0.10198277 -0.00608095\n",
      "  -0.23369271]]\n",
      "[[ 0.4438283  -0.34519278  0.25554331 ...,  0.00254385  0.0039549\n",
      "  -0.27043713]\n",
      " [ 0.22839337 -0.17667027  0.13078751 ...,  0.23550251 -0.10203959\n",
      "  -0.12617965]\n",
      " [ 0.34812938 -0.26783464  0.19827573 ...,  0.45000091 -0.21001728\n",
      "  -0.10888261]\n",
      " ..., \n",
      " [ 0.7703177  -0.20080523  0.14865443 ..., -0.12974935 -0.13872538\n",
      "  -0.21713648]\n",
      " [ 0.74916274 -0.19493357  0.14430768 ...,  0.29948185 -0.08141474\n",
      "  -0.17670928]\n",
      " [ 0.82416636 -0.21405832  0.15846558 ..., -0.0754443  -0.06800752\n",
      "  -0.06561595]]\n"
     ]
    }
   ],
   "source": [
    "# 数据归一化：\n",
    "from sklearn import preprocessing  \n",
    "\n",
    "X_train = preprocessing.normalize(X_train, norm='l2')\n",
    "print(X_train)\n",
    "\n",
    "X_test = preprocessing.normalize(X_test, norm='l2')\n",
    "print(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 确定模型类型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 缺省参数的线性回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef</th>\n",
       "      <th>columns</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[2.15905426679]</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[2.05982807701]</td>\n",
       "      <td>casual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[0.584436657473]</td>\n",
       "      <td>atemp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[0.390029258112]</td>\n",
       "      <td>mnth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[0.387068612786]</td>\n",
       "      <td>workingday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[0.210415734106]</td>\n",
       "      <td>season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[0.0213525433566]</td>\n",
       "      <td>weathersit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[0.0163926601604]</td>\n",
       "      <td>hum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.000748133170118]</td>\n",
       "      <td>weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-3.33066907388e-15]</td>\n",
       "      <td>yr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[-0.00652675407094]</td>\n",
       "      <td>windspeed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[-0.0633065504874]</td>\n",
       "      <td>holiday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.287495361785]</td>\n",
       "      <td>instant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[-0.685660392501]</td>\n",
       "      <td>temp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    coef     columns\n",
       "13       [2.15905426679]  registered\n",
       "12       [2.05982807701]      casual\n",
       "9       [0.584436657473]       atemp\n",
       "3       [0.390029258112]        mnth\n",
       "6       [0.387068612786]  workingday\n",
       "1       [0.210415734106]      season\n",
       "7      [0.0213525433566]  weathersit\n",
       "10     [0.0163926601604]         hum\n",
       "5    [0.000748133170118]     weekday\n",
       "2   [-3.33066907388e-15]          yr\n",
       "11   [-0.00652675407094]   windspeed\n",
       "4     [-0.0633065504874]     holiday\n",
       "0      [-0.287495361785]     instant\n",
       "8      [-0.685660392501]        temp"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 线性回归\n",
    "#class sklearn.linear_model.LinearRegression(fit_intercept=True, normalize=False, copy_X=True, n_jobs=1)\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# 使用默认配置初始化\n",
    "lr = LinearRegression()\n",
    "\n",
    "# 训练模型参数\n",
    "lr.fit(X_train, y_train)\n",
    "\n",
    "# 预测\n",
    "y_test_pred_lr = lr.predict(X_test)\n",
    "y_train_pred_lr = lr.predict(X_train)\n",
    "\n",
    "\n",
    "# 看看各特征的权重系数，系数的绝对值大小可视为该特征的重要性\n",
    "fs = pd.DataFrame({\"columns\":list(columns), \"coef\":list((lr.coef_.T))})\n",
    "fs.sort_values(by=['coef'],ascending=False)\n",
    "# temp  windspeed  weathersit  相关度很高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型评价 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线性回归的R2测试-test得分  0.216463110615\n",
      "线性回归的R2测试-train得分  0.958765696604\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用r2_score评价模型在测试集和训练集上的性能，并输出评估结果\n",
    "#测试集\n",
    "print ('线性回归的R2测试-test得分 ', r2_score(y_test, y_test_pred_lr))\n",
    "#训练集\n",
    "print ('线性回归的R2测试-train得分 ',  r2_score(y_train, y_train_pred_lr))\n",
    "# test是负数表明选取特征不合适，不能很好代表实际特征\n",
    "\n",
    "#在训练集上观察预测残差的分布，看是否符合模型假设：噪声为0均值的高斯噪声\n",
    "f, ax = plt.subplots(figsize=(7, 5)) \n",
    "f.tight_layout() \n",
    "ax.hist(y_train - y_train_pred_lr,bins=40, label='Residuals Linear', color='b', alpha=.5); \n",
    "ax.set_title(\"Capital Bikeshare of Residuals\") \n",
    "ax.legend(loc='best');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Aa4hLsbZviHuWKqATxsKY1VGbH4FLRCS55nVpCGMqwrULm1sSrrN0ase0AFgArtW/IYxH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\nBUwTiVIqYJpIlFIB+z8wA7Vk7h/aPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#还可以观察预测值与真值的散点图\n",
    "plt.figure(figsize=(4, 3))\n",
    "plt.scatter(y_train, y_train_pred_lr)\n",
    "plt.plot([-3, 3], [-3, 3], '--k')   #数据已经标准化，3倍标准差即可\n",
    "plt.axis('tight')\n",
    "plt.xlabel('True ')\n",
    "plt.ylabel('Predicted ')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:578: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ -1.38017902e-03,   2.31165968e-01,   0.00000000e+00,\n",
       "         7.88500775e-02,  -8.34214428e-02,   4.19665083e-03,\n",
       "         3.26854931e-01,   6.49378900e-03,  -7.23798531e-02,\n",
       "         4.60735364e-04,   1.99808382e-02,  -2.05328291e-02,\n",
       "         1.97844923e+00,   2.17350184e+00])"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 线性模型，随机梯度下降优化模型参数\n",
    "# 随机梯度下降一般在大数据集上应用，其实本项目不适合用\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "# 使用默认配置初始化线\n",
    "sgdr = SGDRegressor(max_iter=1000)\n",
    "\n",
    "# 训练：参数估计\n",
    "sgdr.fit(X_train, y_train)\n",
    "\n",
    "# 预测\n",
    "#sgdr_y_predict = sgdr.predict(X_test)\n",
    "\n",
    "sgdr.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "对sgdregressor默认的测量测试的test价值  0.409845847527\n",
      "对sgdregressor默认的测量测试的train价值  0.958345476729\n"
     ]
    }
   ],
   "source": [
    "# 使用SGDRegressor模型自带的评估模块(评价准则为r2_score)，并输出评估结果\n",
    "print ('对sgdregressor默认的测量测试的test价值 ',sgdr.score(X_test, y_test))\n",
    "print ('对sgdregressor默认的测量测试的train价值 ', sgdr.score(X_train, y_train))\n",
    "# 同样为负数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 正则化的线性回归（L2正则->岭回归）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "对ridgecv测试R2-test评分 0.305791128964\n",
      "对ridgecv测试R2-test评分 0.95867351056\n"
     ]
    }
   ],
   "source": [
    "#岭回归／L2正则\n",
    "#class sklearn.linear_model.RidgeCV(alphas=(0.1, 1.0, 10.0), fit_intercept=True, \n",
    "#                                  normalize=False, scoring=None, cv=None, gcv_mode=None, \n",
    "#                                  store_cv_values=False)\n",
    "from sklearn.linear_model import  RidgeCV\n",
    "\n",
    "#设置超参数（正则参数）范围\n",
    "alphas = [ 0.01, 0.1, 1, 10,100]\n",
    "#n_alphas = 20\n",
    "#alphas = np.logspace(-5,2,n_alphas)\n",
    "\n",
    "#生成一个RidgeCV实例\n",
    "ridge = RidgeCV(alphas=alphas, store_cv_values=True)  \n",
    "\n",
    "#模型训练\n",
    "ridge.fit(X_train, y_train)    \n",
    "\n",
    "#预测\n",
    "y_test_pred_ridge = ridge.predict(X_test)\n",
    "y_train_pred_ridge = ridge.predict(X_train)\n",
    "\n",
    "\n",
    "# 评估，使用r2_score评价模型在测试集和训练集上的性能\n",
    "print ('对ridgecv测试R2-test评分', r2_score(y_test, y_test_pred_ridge))\n",
    "print ('对ridgecv测试R2-test评分', r2_score(y_train, y_train_pred_ridge))\n",
    "# 同样为负数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Dq0pEJIPs2N/IU1W1XHn2GEYO6h12ORkj1VNY+4EiwOPTw4HDgVQkIpJhnlhVzaGmaI8e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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha is: 0.1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef_lr</th>\n",
       "      <th>coef_ridge</th>\n",
       "      <th>columns</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[2.15905426679]</td>\n",
       "      <td>[2.14654204897]</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[2.05982807701]</td>\n",
       "      <td>[2.03523177198]</td>\n",
       "      <td>casual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[0.584436657473]</td>\n",
       "      <td>[0.290027434256]</td>\n",
       "      <td>atemp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[0.390029258112]</td>\n",
       "      <td>[0.258150348607]</td>\n",
       "      <td>mnth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[0.387068612786]</td>\n",
       "      <td>[0.375693040669]</td>\n",
       "      <td>workingday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[0.210415734106]</td>\n",
       "      <td>[0.214267453702]</td>\n",
       "      <td>season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[0.0213525433566]</td>\n",
       "      <td>[0.0127807618584]</td>\n",
       "      <td>weathersit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[0.0163926601604]</td>\n",
       "      <td>[0.0178921611028]</td>\n",
       "      <td>hum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.000748133170118]</td>\n",
       "      <td>[0.00156977218455]</td>\n",
       "      <td>weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-3.33066907388e-15]</td>\n",
       "      <td>[0.0]</td>\n",
       "      <td>yr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[-0.00652675407094]</td>\n",
       "      <td>[-0.0139359617677]</td>\n",
       "      <td>windspeed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[-0.0633065504874]</td>\n",
       "      <td>[-0.068392357315]</td>\n",
       "      <td>holiday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.287495361785]</td>\n",
       "      <td>[-0.154653217112]</td>\n",
       "      <td>instant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[-0.685660392501]</td>\n",
       "      <td>[-0.37484963518]</td>\n",
       "      <td>temp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 coef_lr          coef_ridge     columns\n",
       "13       [2.15905426679]     [2.14654204897]  registered\n",
       "12       [2.05982807701]     [2.03523177198]      casual\n",
       "9       [0.584436657473]    [0.290027434256]       atemp\n",
       "3       [0.390029258112]    [0.258150348607]        mnth\n",
       "6       [0.387068612786]    [0.375693040669]  workingday\n",
       "1       [0.210415734106]    [0.214267453702]      season\n",
       "7      [0.0213525433566]   [0.0127807618584]  weathersit\n",
       "10     [0.0163926601604]   [0.0178921611028]         hum\n",
       "5    [0.000748133170118]  [0.00156977218455]     weekday\n",
       "2   [-3.33066907388e-15]               [0.0]          yr\n",
       "11   [-0.00652675407094]  [-0.0139359617677]   windspeed\n",
       "4     [-0.0633065504874]   [-0.068392357315]     holiday\n",
       "0      [-0.287495361785]   [-0.154653217112]     instant\n",
       "8      [-0.685660392501]    [-0.37484963518]        temp"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mse_mean = np.mean(ridge.cv_values_, axis = 0)\n",
    "plt.plot(np.log10(alphas), mse_mean.reshape(len(alphas),1)) \n",
    "\n",
    "#这是为了标出最佳参数的位置，不是必须\n",
    "#plt.plot(np.log10(ridge.alpha_)*np.ones(3), [0.28, 0.29, 0.30])\n",
    "\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()\n",
    "\n",
    "print ('alpha is:', ridge.alpha_)\n",
    "\n",
    "# 看看各特征的权重系数，系数的绝对值大小可视为该特征的重要性\n",
    "fs = pd.DataFrame({\"columns\":list(columns), \"coef_lr\":list((lr.coef_.T)), \"coef_ridge\":list((ridge.coef_.T))})\n",
    "fs.sort_values(by=['coef_lr'],ascending=False)\n",
    "# 超参数alpha为1时最合适"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 正则化的线性回归（L1正则 --> Lasso）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:1094: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "对lassocv测试R2评分  0.421831119242\n",
      "对lassocv测试R2评分  0.954400090204\n"
     ]
    }
   ],
   "source": [
    "#### Lasso／L1正则\n",
    "# class sklearn.linear_model.LassoCV(eps=0.001, n_alphas=100, alphas=None, fit_intercept=True, \n",
    "#                                    normalize=False, precompute=’auto’, max_iter=1000, \n",
    "#                                    tol=0.0001, copy_X=True, cv=None, verbose=False, n_jobs=1,\n",
    "#                                    positive=False, random_state=None, selection=’cyclic’)\n",
    "from sklearn.linear_model import LassoCV\n",
    "\n",
    "#设置超参数搜索范围\n",
    "#alphas = [ 0.01, 0.1, 1, 10,100]\n",
    "\n",
    "#生成一个LassoCV实例\n",
    "#lasso = LassoCV(alphas=alphas)  \n",
    "lasso = LassoCV()  \n",
    "\n",
    "#训练（内含CV）\n",
    "lasso.fit(X_train, y_train)  \n",
    "\n",
    "#测试\n",
    "y_test_pred_lasso = lasso.predict(X_test)\n",
    "y_train_pred_lasso = lasso.predict(X_train)\n",
    "\n",
    "\n",
    "# 评估，使用r2_score评价模型在测试集和训练集上的性能\n",
    "print ('对lassocv测试R2评分 ',r2_score(y_test, y_test_pred_lasso))\n",
    "print ('对lassocv测试R2评分 ', r2_score(y_train, y_train_pred_lasso))\n",
    "# 同样为负数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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KO1INlv8BiokHy4+BtcBF2SpKRCRsNu9o5IO1m3V+JQWpxm4VcKq712SzGBGRsHpnWRXu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\nIiKSUQoWERHJKAWLiIhklIJFREQy6v8D/HTUlwjY0HIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha is: 0.00564125858536\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef_lasso</th>\n",
       "      <th>coef_lr</th>\n",
       "      <th>coef_ridge</th>\n",
       "      <th>columns</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2.336227</td>\n",
       "      <td>[2.15905426679]</td>\n",
       "      <td>[2.14654204897]</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.642259</td>\n",
       "      <td>[2.05982807701]</td>\n",
       "      <td>[2.03523177198]</td>\n",
       "      <td>casual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.584436657473]</td>\n",
       "      <td>[0.290027434256]</td>\n",
       "      <td>atemp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.390029258112]</td>\n",
       "      <td>[0.258150348607]</td>\n",
       "      <td>mnth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.025885</td>\n",
       "      <td>[0.387068612786]</td>\n",
       "      <td>[0.375693040669]</td>\n",
       "      <td>workingday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.182249</td>\n",
       "      <td>[0.210415734106]</td>\n",
       "      <td>[0.214267453702]</td>\n",
       "      <td>season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.0213525433566]</td>\n",
       "      <td>[0.0127807618584]</td>\n",
       "      <td>weathersit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.0163926601604]</td>\n",
       "      <td>[0.0178921611028]</td>\n",
       "      <td>hum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.000748133170118]</td>\n",
       "      <td>[0.00156977218455]</td>\n",
       "      <td>weekday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[-3.33066907388e-15]</td>\n",
       "      <td>[0.0]</td>\n",
       "      <td>yr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.000000</td>\n",
       "      <td>[-0.00652675407094]</td>\n",
       "      <td>[-0.0139359617677]</td>\n",
       "      <td>windspeed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.000000</td>\n",
       "      <td>[-0.0633065504874]</td>\n",
       "      <td>[-0.068392357315]</td>\n",
       "      <td>holiday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[-0.287495361785]</td>\n",
       "      <td>[-0.154653217112]</td>\n",
       "      <td>instant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>[-0.685660392501]</td>\n",
       "      <td>[-0.37484963518]</td>\n",
       "      <td>temp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    coef_lasso               coef_lr          coef_ridge     columns\n",
       "13    2.336227       [2.15905426679]     [2.14654204897]  registered\n",
       "12    1.642259       [2.05982807701]     [2.03523177198]      casual\n",
       "9     0.000000      [0.584436657473]    [0.290027434256]       atemp\n",
       "3     0.000000      [0.390029258112]    [0.258150348607]        mnth\n",
       "6     0.025885      [0.387068612786]    [0.375693040669]  workingday\n",
       "1     0.182249      [0.210415734106]    [0.214267453702]      season\n",
       "7     0.000000     [0.0213525433566]   [0.0127807618584]  weathersit\n",
       "10    0.000000     [0.0163926601604]   [0.0178921611028]         hum\n",
       "5     0.000000   [0.000748133170118]  [0.00156977218455]     weekday\n",
       "2     0.000000  [-3.33066907388e-15]               [0.0]          yr\n",
       "11   -0.000000   [-0.00652675407094]  [-0.0139359617677]   windspeed\n",
       "4    -0.000000    [-0.0633065504874]   [-0.068392357315]     holiday\n",
       "0     0.000000     [-0.287495361785]   [-0.154653217112]     instant\n",
       "8     0.000000     [-0.685660392501]    [-0.37484963518]        temp"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mses = np.mean(lasso.mse_path_, axis = 1)\n",
    "plt.plot(np.log10(lasso.alphas_), mses) \n",
    "#plt.plot(np.log10(lasso.alphas_)*np.ones(3), [0.3, 0.4, 1.0])\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()    \n",
    "\n",
    "print ('alpha is:', lasso.alpha_)\n",
    "\n",
    "# 看看各特征的权重系数，系数的绝对值大小可视为该特征的重要性\n",
    "fs = pd.DataFrame({\"columns\":list(columns), \"coef_lr\":list((lr.coef_.T)), \"coef_ridge\":list((ridge.coef_.T)), \"coef_lasso\":list((lasso.coef_.T))})\n",
    "fs.sort_values(by=['coef_lr'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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KO1INlv8BiokHy4+BtcBF2SpKRCRsNu9o5IO1m3V+JQWpxm4VcKq712SzGBGRsHpnWRXu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\nIiKSUQoWERHJKAWLiIhklIJFREQy6v8D/HTUlwjY0HIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha =: 0.00564125858536\n"
     ]
    }
   ],
   "source": [
    "mses = np.mean(lasso.mse_path_, axis = 1)\n",
    "plt.plot(np.log10(lasso.alphas_), mses) \n",
    "#plt.plot(np.log10(lasso.alphas_)*np.ones(3), [0.3, 0.4, 1.0])\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()    \n",
    "\n",
    "print ('alpha =:', lasso.alpha_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
